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Jonathan Kummerfeld
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Merge pull request #28 from jkkummerfeld/hyperparameters
Copy hyperparameters used in paper
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‎systems/sequence-to-sequence/experimental_configs/hyperparameters/academic-query-attn-config/0_infer.yml‎

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input_pipeline:
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class: ParallelTextInputPipeline
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params:
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source_files:
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- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/0/0_encode.txt
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model_dir: ${HOME}/text-to-sql/models/academic/query_split/2018_02_09/attn_to_input/0
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tasks:
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- class: DecodeText

‎systems/sequence-to-sequence/experimental_configs/hyperparameters/academic-query-attn-config/0_train.yml‎

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batch_size: 20
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buckets: 25,50,100,200
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input_pipeline_dev:
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class: ParallelTextInputPipeline
5+
params:
6+
source_files:
7+
- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/8/8_encode.txt
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target_files:
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- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/8/8_decode.txt
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input_pipeline_train:
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class: ParallelTextInputPipeline
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params:
13+
source_files:
14+
- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/8/8_encode.txt
15+
- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/1/1_encode.txt
16+
- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/9/9_encode.txt
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- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/3/3_encode.txt
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- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/7/7_encode.txt
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- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/2/2_encode.txt
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- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/5/5_encode.txt
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- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/4/4_encode.txt
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- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/6/6_encode.txt
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target_files:
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- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/8/8_decode.txt
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- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/1/1_decode.txt
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- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/9/9_decode.txt
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- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/3/3_decode.txt
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- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/7/7_decode.txt
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- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/2/2_decode.txt
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- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/5/5_decode.txt
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- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/4/4_decode.txt
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- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/6/6_decode.txt
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keep_checkpoint_max: 0
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model: AttentionSeq2Seq
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model_params:
36+
decoder.params:
37+
rnn_cell:
38+
cell_params:
39+
num_units: 200
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dropout_input_keep_prob: 0.5
41+
dropout_output_keep_prob: 0.5
42+
encoder.params:
43+
rnn_cell:
44+
cell_params:
45+
num_units: 200
46+
dropout_input_keep_prob: 0.5
47+
dropout_output_keep_prob: 0.5
48+
optimizer.learning_rate: 0.001
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vocab_source: ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/all_but_0_encode_vocab.txt
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vocab_target: ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/all_but_0_decode_vocab.txt
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output_dir: ${HOME}/text-to-sql/models/academic/query_split/2018_02_09/attn_to_input/0
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save_checkpoints_steps: 1000
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train_steps: 15000

‎systems/sequence-to-sequence/experimental_configs/hyperparameters/academic-query-attn-config/1_infer.yml‎

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input_pipeline:
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class: ParallelTextInputPipeline
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params:
4+
source_files:
5+
- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/1/1_encode.txt
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model_dir: ${HOME}/text-to-sql/models/academic/query_split/2018_02_09/attn_to_input/1
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tasks:
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- class: DecodeText

‎systems/sequence-to-sequence/experimental_configs/hyperparameters/academic-query-attn-config/1_train.yml‎

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batch_size: 20
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buckets: 25,50,100,200
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input_pipeline_dev:
4+
class: ParallelTextInputPipeline
5+
params:
6+
source_files:
7+
- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/0/0_encode.txt
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target_files:
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- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/0/0_decode.txt
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input_pipeline_train:
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class: ParallelTextInputPipeline
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params:
13+
source_files:
14+
- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/0/0_encode.txt
15+
- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/8/8_encode.txt
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- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/9/9_encode.txt
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- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/3/3_encode.txt
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- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/7/7_encode.txt
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- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/2/2_encode.txt
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- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/5/5_encode.txt
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- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/4/4_encode.txt
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- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/6/6_encode.txt
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target_files:
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- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/0/0_decode.txt
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- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/8/8_decode.txt
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- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/9/9_decode.txt
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- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/3/3_decode.txt
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- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/7/7_decode.txt
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- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/2/2_decode.txt
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- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/5/5_decode.txt
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- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/4/4_decode.txt
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- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/6/6_decode.txt
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keep_checkpoint_max: 0
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model: AttentionSeq2Seq
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model_params:
36+
decoder.params:
37+
rnn_cell:
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cell_params:
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num_units: 200
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dropout_input_keep_prob: 0.5
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dropout_output_keep_prob: 0.5
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encoder.params:
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rnn_cell:
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cell_params:
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num_units: 200
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dropout_input_keep_prob: 0.5
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dropout_output_keep_prob: 0.5
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optimizer.learning_rate: 0.001
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vocab_source: ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/all_but_1_encode_vocab.txt
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vocab_target: ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/all_but_1_decode_vocab.txt
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output_dir: ${HOME}/text-to-sql/models/academic/query_split/2018_02_09/attn_to_input/1
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save_checkpoints_steps: 1000
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train_steps: 15000

‎systems/sequence-to-sequence/experimental_configs/hyperparameters/academic-query-attn-config/2_infer.yml‎

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input_pipeline:
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class: ParallelTextInputPipeline
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params:
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source_files:
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- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/2/2_encode.txt
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model_dir: ${HOME}/text-to-sql/models/academic/query_split/2018_02_09/attn_to_input/2
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tasks:
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- class: DecodeText

‎systems/sequence-to-sequence/experimental_configs/hyperparameters/academic-query-attn-config/2_train.yml‎

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batch_size: 20
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buckets: 25,50,100,200
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input_pipeline_dev:
4+
class: ParallelTextInputPipeline
5+
params:
6+
source_files:
7+
- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/0/0_encode.txt
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target_files:
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- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/0/0_decode.txt
10+
input_pipeline_train:
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class: ParallelTextInputPipeline
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params:
13+
source_files:
14+
- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/0/0_encode.txt
15+
- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/8/8_encode.txt
16+
- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/1/1_encode.txt
17+
- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/9/9_encode.txt
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- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/3/3_encode.txt
19+
- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/7/7_encode.txt
20+
- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/5/5_encode.txt
21+
- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/4/4_encode.txt
22+
- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/6/6_encode.txt
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target_files:
24+
- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/0/0_decode.txt
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- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/8/8_decode.txt
26+
- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/1/1_decode.txt
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- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/9/9_decode.txt
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- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/3/3_decode.txt
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- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/7/7_decode.txt
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- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/5/5_decode.txt
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- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/4/4_decode.txt
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- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/6/6_decode.txt
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keep_checkpoint_max: 0
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model: AttentionSeq2Seq
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model_params:
36+
decoder.params:
37+
rnn_cell:
38+
cell_params:
39+
num_units: 200
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dropout_input_keep_prob: 0.5
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dropout_output_keep_prob: 0.5
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encoder.params:
43+
rnn_cell:
44+
cell_params:
45+
num_units: 200
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dropout_input_keep_prob: 0.5
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dropout_output_keep_prob: 0.5
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optimizer.learning_rate: 0.001
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vocab_source: ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/all_but_2_encode_vocab.txt
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vocab_target: ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/all_but_2_decode_vocab.txt
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output_dir: ${HOME}/text-to-sql/models/academic/query_split/2018_02_09/attn_to_input/2
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save_checkpoints_steps: 1000
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train_steps: 15000

‎systems/sequence-to-sequence/experimental_configs/hyperparameters/academic-query-attn-config/3_infer.yml‎

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input_pipeline:
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class: ParallelTextInputPipeline
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params:
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source_files:
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- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/3/3_encode.txt
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model_dir: ${HOME}/text-to-sql/models/academic/query_split/2018_02_09/attn_to_input/3
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tasks:
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- class: DecodeText

‎systems/sequence-to-sequence/experimental_configs/hyperparameters/academic-query-attn-config/3_train.yml‎

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batch_size: 20
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buckets: 25,50,100,200
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input_pipeline_dev:
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class: ParallelTextInputPipeline
5+
params:
6+
source_files:
7+
- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/0/0_encode.txt
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target_files:
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- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/0/0_decode.txt
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input_pipeline_train:
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class: ParallelTextInputPipeline
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params:
13+
source_files:
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- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/0/0_encode.txt
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- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/8/8_encode.txt
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- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/1/1_encode.txt
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- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/9/9_encode.txt
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- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/7/7_encode.txt
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- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/2/2_encode.txt
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- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/5/5_encode.txt
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- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/4/4_encode.txt
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- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/6/6_encode.txt
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target_files:
24+
- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/0/0_decode.txt
25+
- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/8/8_decode.txt
26+
- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/1/1_decode.txt
27+
- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/9/9_decode.txt
28+
- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/7/7_decode.txt
29+
- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/2/2_decode.txt
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- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/5/5_decode.txt
31+
- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/4/4_decode.txt
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- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/6/6_decode.txt
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keep_checkpoint_max: 0
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model: AttentionSeq2Seq
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model_params:
36+
decoder.params:
37+
rnn_cell:
38+
cell_params:
39+
num_units: 200
40+
dropout_input_keep_prob: 0.5
41+
dropout_output_keep_prob: 0.5
42+
encoder.params:
43+
rnn_cell:
44+
cell_params:
45+
num_units: 200
46+
dropout_input_keep_prob: 0.5
47+
dropout_output_keep_prob: 0.5
48+
optimizer.learning_rate: 0.001
49+
vocab_source: ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/all_but_3_encode_vocab.txt
50+
vocab_target: ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/all_but_3_decode_vocab.txt
51+
output_dir: ${HOME}/text-to-sql/models/academic/query_split/2018_02_09/attn_to_input/3
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save_checkpoints_steps: 1000
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train_steps: 15000

‎systems/sequence-to-sequence/experimental_configs/hyperparameters/academic-query-attn-config/4_infer.yml‎

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input_pipeline:
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class: ParallelTextInputPipeline
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params:
4+
source_files:
5+
- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/4/4_encode.txt
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model_dir: ${HOME}/text-to-sql/models/academic/query_split/2018_02_09/attn_to_input/4
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tasks:
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- class: DecodeText

‎systems/sequence-to-sequence/experimental_configs/hyperparameters/academic-query-attn-config/4_train.yml‎

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batch_size: 20
2+
buckets: 25,50,100,200
3+
input_pipeline_dev:
4+
class: ParallelTextInputPipeline
5+
params:
6+
source_files:
7+
- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/0/0_encode.txt
8+
target_files:
9+
- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/0/0_decode.txt
10+
input_pipeline_train:
11+
class: ParallelTextInputPipeline
12+
params:
13+
source_files:
14+
- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/0/0_encode.txt
15+
- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/8/8_encode.txt
16+
- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/1/1_encode.txt
17+
- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/9/9_encode.txt
18+
- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/3/3_encode.txt
19+
- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/7/7_encode.txt
20+
- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/2/2_encode.txt
21+
- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/5/5_encode.txt
22+
- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/6/6_encode.txt
23+
target_files:
24+
- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/0/0_decode.txt
25+
- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/8/8_decode.txt
26+
- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/1/1_decode.txt
27+
- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/9/9_decode.txt
28+
- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/3/3_decode.txt
29+
- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/7/7_decode.txt
30+
- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/2/2_decode.txt
31+
- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/5/5_decode.txt
32+
- ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/6/6_decode.txt
33+
keep_checkpoint_max: 0
34+
model: AttentionSeq2Seq
35+
model_params:
36+
decoder.params:
37+
rnn_cell:
38+
cell_params:
39+
num_units: 200
40+
dropout_input_keep_prob: 0.5
41+
dropout_output_keep_prob: 0.5
42+
encoder.params:
43+
rnn_cell:
44+
cell_params:
45+
num_units: 200
46+
dropout_input_keep_prob: 0.5
47+
dropout_output_keep_prob: 0.5
48+
optimizer.learning_rate: 0.001
49+
vocab_source: ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/all_but_4_encode_vocab.txt
50+
vocab_target: ${HOME}/text-to-sql/data/academic/2018_02_08/query_split/all_but_4_decode_vocab.txt
51+
output_dir: ${HOME}/text-to-sql/models/academic/query_split/2018_02_09/attn_to_input/4
52+
save_checkpoints_steps: 1000
53+
train_steps: 15000

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