mirror of
https://github.com/twitter/the-algorithm-ml.git
synced 2024-12-23 06:41:49 +01:00
68 lines
1.4 KiB
YAML
68 lines
1.4 KiB
YAML
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runtime:
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enable_amp: false
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training:
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save_dir: "/tmp/model"
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num_train_steps: 100000
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checkpoint_every_n: 100000
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train_log_every_n: 10
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num_eval_steps: 1000
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eval_log_every_n: 500
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eval_timeout_in_s: 10000
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num_epochs: 5
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model:
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translation_optimizer:
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sgd:
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lr: 0.05
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learning_rate:
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constant: 0.05
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embeddings:
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tables:
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- name: user
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num_embeddings: 424_241
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embedding_dim: 4
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data_type: fp32
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optimizer:
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sgd:
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lr: 0.01
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learning_rate:
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constant: 0.01
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- name: tweet
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num_embeddings: 72_543
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embedding_dim: 4
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data_type: fp32
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optimizer:
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sgd:
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lr: 0.005
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learning_rate:
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constant: 0.005
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relations:
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- name: fav
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lhs: user
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rhs: tweet
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operator: translation
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- name: reply
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lhs: user
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rhs: tweet
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operator: translation
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- name: retweet
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lhs: user
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rhs: tweet
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operator: translation
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- name: magic_recs
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lhs: user
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rhs: tweet
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operator: translation
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train_data:
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data_root: "gs://follows_tml_01/tweet_eng/2023-01-23/large/edges/*"
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per_replica_batch_size: 500
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global_negatives: 0
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in_batch_negatives: 10
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limit: 9990
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validation_data:
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data_root: "gs://follows_tml_01/tweet_eng/2023-01-23/large/edges/*"
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per_replica_batch_size: 500
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global_negatives: 0
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in_batch_negatives: 10
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limit: 10
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offset: 9990
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