run_name: AMD-OLMo-1B
seed: 6198
dry_run: false

wandb:
  name: ${run_name}
  project: AMD-OLMo
  group: pretrain

model:
  d_model: 2048
  n_heads: 16
  n_layers: 16
  mlp_ratio: 8
  weight_tying: true
  alibi: false
  rope: true
  flash_attention: false
  attention_dropout: 0.0
  attention_layer_norm: false
  multi_query_attention: false
  include_bias: false
  block_type: sequential
  layer_norm_type: default
  layer_norm_with_affine: false
  bias_for_layer_norm: false
  attention_layer_norm_with_affine: false
  activation_type: swiglu
  residual_dropout: 0.0
  embedding_dropout: 0.0
  max_sequence_length: 2048
  vocab_size: 50280
  embedding_size: 50304
  eos_token_id: 50279
  pad_token_id: 1
  init_device: meta
  init_fn: mitchell

compile: null

optimizer:
  name: adamw
  learning_rate: 4.0e-4
  weight_decay: 0.1
  betas:
  - 0.9
  - 0.95
  metrics_log_interval: 10

scheduler:
  name: cosine_with_warmup
  t_warmup: 2000
  alpha_f: 0.1

tokenizer:
  identifier: tokenizers/allenai_eleuther-ai-gpt-neox-20b-pii-special.json
  truncate_direction: right

save_folder: ./outputs/${run_name}/
save_overwrite: true
# Sharded checkpoints (best for restarts)
save_interval: 1000
save_num_checkpoints_to_keep: 9
# Unsharded checkpoints (for final storage)
save_interval_unsharded: 10000
save_num_unsharded_checkpoints_to_keep: -1

load_path: null

max_duration: 1ep  # train 1 epoch
global_train_batch_size: 2048 
device_train_microbatch_size: 8

precision: amp_bf16

fsdp:
  wrapping_strategy: null
  precision: mixed

max_grad_norm: 1.0
max_grad_norm_ratio: null

speed_monitor:
  window_size: 20

eval_interval: ${save_interval}
eval_subset_num_batches: -1
device_eval_batch_size: ${device_train_microbatch_size}
evaluators:
  - label: v3-small-ppl-validation
    data:
      num_workers: 0
      drop_last: true
      datasets:
        v3-small-c4_en-validation:
          - https://olmo-data.org/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy
        v3-small-dolma_books-validation:
          - https://olmo-data.org/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy
        v3-small-dolma_common-crawl-validation:
          - https://olmo-data.org/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy
        v3-small-dolma_pes2o-validation:
          - https://olmo-data.org/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy
        v3-small-dolma_reddit-validation:
          - https://olmo-data.org/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy
        v3-small-dolma_stack-validation:
          - https://olmo-data.org/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy
        v3-small-dolma_wiki-validation:
          - https://olmo-data.org/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy
        v3-small-ice-validation:
          - https://olmo-data.org/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy
        v3-small-m2d2_s2orc-validation:
          - https://olmo-data.org/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy
        v3-small-pile-validation:
          - https://olmo-data.org/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy
        v3-small-wikitext_103-validation:
          - https://olmo-data.org/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy

  - label: v2-small-ppl-validation
    data:
      num_workers: 0
      drop_last: true
      datasets:
        v2-small-4chan-validation:
        - https://olmo-data.org/eval-data/perplexity/v2_small_gptneox20b/4chan/val.npy
        v2-small-c4_100_domains-validation:
        - https://olmo-data.org/eval-data/perplexity/v2_small_gptneox20b/c4_100_domains/val.npy
        v2-small-c4_en-validation:
        - https://olmo-data.org/eval-data/perplexity/v2_small_gptneox20b/c4_en/val.npy
        v2-small-gab-validation:
        - https://olmo-data.org/eval-data/perplexity/v2_small_gptneox20b/gab/val.npy
        v2-small-ice-validation:
        - https://olmo-data.org/eval-data/perplexity/v2_small_gptneox20b/ice/val.npy
        v2-small-m2d2_s2orc-validation:
        - https://olmo-data.org/eval-data/perplexity/v2_small_gptneox20b/m2d2_s2orc/val.npy
        v2-small-m2d2_wiki-validation:
        - https://olmo-data.org/eval-data/perplexity/v2_small_gptneox20b/m2d2_wiki/val.npy
        v2-small-manosphere-validation:
        - https://olmo-data.org/eval-data/perplexity/v2_small_gptneox20b/manosphere/val.npy
        v2-small-mc4_en-validation:
        - https://olmo-data.org/eval-data/perplexity/v2_small_gptneox20b/mc4_en/val.npy
        v2-small-pile-validation:
        - https://olmo-data.org/eval-data/perplexity/v2_small_gptneox20b/pile/val.npy
        v2-small-ptb-validation:
        - https://olmo-data.org/eval-data/perplexity/v2_small_gptneox20b/ptb/val.npy
        v2-small-twitterAEE-validation:
        - https://olmo-data.org/eval-data/perplexity/v2_small_gptneox20b/twitterAEE/val.npy
        v2-small-wikitext_103-validation:
        - https://olmo-data.org/eval-data/perplexity/v2_small_gptneox20b/wikitext_103/val.npy

  - label: piqa
    type: downstream

  - label: hellaswag
    type: downstream

  - label: winogrande
    type: downstream

  - label: openbook_qa
    type: downstream

  # - label: boolq  # requires implemention of the pmi_dc matrix
  # type: downstream

  - label: sciq
    type: downstream

  - label: arc_easy
    type: downstream

  # - label: arc_challenge  # requires implemention of the pmi_dc matrix
  #   type: downstream

  - label: copa
    type: downstream

  - label: rte
    type: downstream

  - label: commitment_bank
    type: downstream

  - label: mrpc
    type: downstream

  - label: sst2
    type: downstream

data:
  pad_direction: right
  num_workers: 0
  drop_last: true
  pin_memory: true
  prefetch_factor: 16
  persistent_workers: true
  timeout: 0
  paths:
    - ./datasets/dolma/memmap_dataset/0000_00000.npy
    - ./datasets/dolma/memmap_dataset/0000_00001.npy
    - ./datasets/dolma/memmap_dataset/0001_00000.npy
    - ./datasets/dolma/memmap_dataset/0001_00001.npy
    - ./datasets/dolma/memmap_dataset/0002_00000.npy
    - ./datasets/dolma/memmap_dataset/0002_00001.npy
    - ./datasets/dolma/memmap_dataset/0003_00000.npy
    - ./datasets/dolma/memmap_dataset/0003_00001.npy
    - ./datasets/dolma/memmap_dataset/0004_00000.npy
    - ./datasets/dolma/memmap_dataset/0004_00001.npy
    - ./datasets/dolma/memmap_dataset/0005_00000.npy
    - ./datasets/dolma/memmap_dataset/0005_00001.npy
    - ./datasets/dolma/memmap_dataset/0005_00002.npy
    - ./datasets/dolma/memmap_dataset/0006_00000.npy
    - ./datasets/dolma/memmap_dataset/0006_00001.npy
    - ./datasets/dolma/memmap_dataset/0006_00002.npy
    - ./datasets/dolma/memmap_dataset/0007_00000.npy
    - ./datasets/dolma/memmap_dataset/0007_00001.npy
    - ./datasets/dolma/memmap_dataset/0008_00000.npy
    - ./datasets/dolma/memmap_dataset/0009_00000.npy
    - ./datasets/dolma/memmap_dataset/0009_00001.npy
    - ./datasets/dolma/memmap_dataset/0009_00002.npy
    - ./datasets/dolma/memmap_dataset/0010_00000.npy
    - ./datasets/dolma/memmap_dataset/0011_00000.npy
    - ./datasets/dolma/memmap_dataset/0011_00001.npy
    - ./datasets/dolma/memmap_dataset/0011_00002.npy
    - ./datasets/dolma/memmap_dataset/0012_00000.npy
    - ./datasets/dolma/memmap_dataset/0012_00001.npy
    - ./datasets/dolma/memmap_dataset/0013_00000.npy
    - ./datasets/dolma/memmap_dataset/0014_00000.npy
    - ./datasets/dolma/memmap_dataset/0014_00001.npy
    - ./datasets/dolma/memmap_dataset/0015_00000.npy
    - ./datasets/dolma/memmap_dataset/0015_00001.npy
    - ./datasets/dolma/memmap_dataset/0016_00000.npy
    - ./datasets/dolma/memmap_dataset/0017_00000.npy
    - ./datasets/dolma/memmap_dataset/0017_00001.npy
    - ./datasets/dolma/memmap_dataset/0017_00002.npy
    - ./datasets/dolma/memmap_dataset/0017_00003.npy
    - ./datasets/dolma/memmap_dataset/0017_00004.npy
    - ./datasets/dolma/memmap_dataset/0017_00005.npy
    - ./datasets/dolma/memmap_dataset/0017_00006.npy
    - ./datasets/dolma/memmap_dataset/0017_00007.npy
    - ./datasets/dolma/memmap_dataset/0017_00008.npy
    - ./datasets/dolma/memmap_dataset/0017_00009.npy
    - ./datasets/dolma/memmap_dataset/0017_00010.npy
    - ./datasets/dolma/memmap_dataset/0017_00011.npy
    - ./datasets/dolma/memmap_dataset/0017_00012.npy
    - ./datasets/dolma/memmap_dataset/0017_00013.npy
    - ./datasets/dolma/memmap_dataset/0018_00000.npy
    - ./datasets/dolma/memmap_dataset/0019_00000.npy
    - ./datasets/dolma/memmap_dataset/0020_00000.npy
    - ./datasets/dolma/memmap_dataset/0020_00001.npy
    - ./datasets/dolma/memmap_dataset/0021_00000.npy
    - ./datasets/dolma/memmap_dataset/0021_00001.npy
    - ./datasets/dolma/memmap_dataset/0021_00002.npy
    - ./datasets/dolma/memmap_dataset/0021_00003.npy
    - ./datasets/dolma/memmap_dataset/0022_00000.npy
    - ./datasets/dolma/memmap_dataset/0022_00001.npy
    - ./datasets/dolma/memmap_dataset/0023_00000.npy
    - ./datasets/dolma/memmap_dataset/0023_00001.npy
    - ./datasets/dolma/memmap_dataset/0024_00000.npy
    - ./datasets/dolma/memmap_dataset/0024_00001.npy
    - ./datasets/dolma/memmap_dataset/0025_00000.npy
    - ./datasets/dolma/memmap_dataset/0026_00000.npy
    - ./datasets/dolma/memmap_dataset/0026_00001.npy
    - ./datasets/dolma/memmap_dataset/0026_00002.npy
    - ./datasets/dolma/memmap_dataset/0027_00000.npy
    - ./datasets/dolma/memmap_dataset/0027_00001.npy
    - ./datasets/dolma/memmap_dataset/0028_00000.npy
    - ./datasets/dolma/memmap_dataset/0028_00001.npy
    - ./datasets/dolma/memmap_dataset/0029_00000.npy
    - ./datasets/dolma/memmap_dataset/0029_00001.npy
    - ./datasets/dolma/memmap_dataset/0029_00002.npy
    - ./datasets/dolma/memmap_dataset/0030_00000.npy
    - ./datasets/dolma/memmap_dataset/0030_00001.npy
    - ./datasets/dolma/memmap_dataset/0031_00000.npy
    - ./datasets/dolma/memmap_dataset/0032_00000.npy
    - ./datasets/dolma/memmap_dataset/0032_00001.npy
    - ./datasets/dolma/memmap_dataset/0033_00000.npy
    - ./datasets/dolma/memmap_dataset/0033_00001.npy
    - ./datasets/dolma/memmap_dataset/0034_00000.npy
    - ./datasets/dolma/memmap_dataset/0034_00001.npy
    - ./datasets/dolma/memmap_dataset/0035_00000.npy
    - ./datasets/dolma/memmap_dataset/0035_00001.npy
    - ./datasets/dolma/memmap_dataset/0035_00002.npy
    - ./datasets/dolma/memmap_dataset/0036_00000.npy
    - ./datasets/dolma/memmap_dataset/0036_00001.npy
    - ./datasets/dolma/memmap_dataset/0036_00002.npy
    - ./datasets/dolma/memmap_dataset/0037_00000.npy
    - ./datasets/dolma/memmap_dataset/0038_00000.npy
    - ./datasets/dolma/memmap_dataset/0038_00001.npy
    - ./datasets/dolma/memmap_dataset/0038_00002.npy
    - ./datasets/dolma/memmap_dataset/0038_00003.npy
    - ./datasets/dolma/memmap_dataset/0039_00000.npy
    - ./datasets/dolma/memmap_dataset/0040_00000.npy
    - ./datasets/dolma/memmap_dataset/0040_00001.npy
    - ./datasets/dolma/memmap_dataset/0041_00000.npy
    - ./datasets/dolma/memmap_dataset/0042_00000.npy
    - ./datasets/dolma/memmap_dataset/0043_00000.npy
    - ./datasets/dolma/memmap_dataset/0043_00001.npy
    - ./datasets/dolma/memmap_dataset/0043_00002.npy
    - ./datasets/dolma/memmap_dataset/0043_00003.npy
    - ./datasets/dolma/memmap_dataset/0043_00004.npy
    - ./datasets/dolma/memmap_dataset/0043_00005.npy
    - ./datasets/dolma/memmap_dataset/0043_00006.npy
    - ./datasets/dolma/memmap_dataset/0043_00007.npy
    - ./datasets/dolma/memmap_dataset/0043_00008.npy
    - ./datasets/dolma/memmap_dataset/0043_00009.npy
    - ./datasets/dolma/memmap_dataset/0043_00010.npy
    - ./datasets/dolma/memmap_dataset/0043_00011.npy
    - ./datasets/dolma/memmap_dataset/0043_00012.npy
    - ./datasets/dolma/memmap_dataset/0043_00013.npy
    - ./datasets/dolma/memmap_dataset/0043_00014.npy
    - ./datasets/dolma/memmap_dataset/0044_00000.npy
    - ./datasets/dolma/memmap_dataset/0044_00001.npy
    - ./datasets/dolma/memmap_dataset/0044_00002.npy
    - ./datasets/dolma/memmap_dataset/0045_00000.npy
    - ./datasets/dolma/memmap_dataset/0045_00001.npy
    - ./datasets/dolma/memmap_dataset/0046_00000.npy
    - ./datasets/dolma/memmap_dataset/0046_00001.npy
    - ./datasets/dolma/memmap_dataset/0046_00002.npy
    - ./datasets/dolma/memmap_dataset/0047_00000.npy
    - ./datasets/dolma/memmap_dataset/0047_00001.npy
    - ./datasets/dolma/memmap_dataset/0047_00002.npy
    - ./datasets/dolma/memmap_dataset/0048_00000.npy
    - ./datasets/dolma/memmap_dataset/0048_00001.npy
    - ./datasets/dolma/memmap_dataset/0049_00000.npy
    - ./datasets/dolma/memmap_dataset/0050_00000.npy
    - ./datasets/dolma/memmap_dataset/0050_00001.npy
    - ./datasets/dolma/memmap_dataset/0051_00000.npy
    - ./datasets/dolma/memmap_dataset/0051_00001.npy
    - ./datasets/dolma/memmap_dataset/0052_00000.npy
    - ./datasets/dolma/memmap_dataset/0053_00000.npy
    - ./datasets/dolma/memmap_dataset/0053_00001.npy
    - ./datasets/dolma/memmap_dataset/0054_00000.npy
    - ./datasets/dolma/memmap_dataset/0054_00001.npy
    - ./datasets/dolma/memmap_dataset/0054_00002.npy
    - ./datasets/dolma/memmap_dataset/0055_00000.npy
    - ./datasets/dolma/memmap_dataset/0056_00000.npy
    - ./datasets/dolma/memmap_dataset/0056_00001.npy
    - ./datasets/dolma/memmap_dataset/0057_00000.npy
    - ./datasets/dolma/memmap_dataset/0057_00001.npy
    - ./datasets/dolma/memmap_dataset/0058_00000.npy
    - ./datasets/dolma/memmap_dataset/0058_00001.npy
    - ./datasets/dolma/memmap_dataset/0059_00000.npy
    - ./datasets/dolma/memmap_dataset/0059_00001.npy
    - ./datasets/dolma/memmap_dataset/0060_00000.npy
    - ./datasets/dolma/memmap_dataset/0061_00000.npy
    - ./datasets/dolma/memmap_dataset/0061_00001.npy
    - ./datasets/dolma/memmap_dataset/0061_00002.npy
    - ./datasets/dolma/memmap_dataset/0061_00003.npy
    - ./datasets/dolma/memmap_dataset/0062_00000.npy
    - ./datasets/dolma/memmap_dataset/0062_00001.npy
    - ./datasets/dolma/memmap_dataset/0063_00000.npy
    - ./datasets/dolma/memmap_dataset/0063_00001.npy
    - ./datasets/dolma/memmap_dataset/0064_00000.npy
    - ./datasets/dolma/memmap_dataset/0064_00001.npy
    - ./datasets/dolma/memmap_dataset/0064_00002.npy
    - ./datasets/dolma/memmap_dataset/0065_00000.npy
    - ./datasets/dolma/memmap_dataset/0065_00001.npy
    - ./datasets/dolma/memmap_dataset/0066_00000.npy
    - ./datasets/dolma/memmap_dataset/0066_00001.npy
    - ./datasets/dolma/memmap_dataset/0067_00000.npy
    - ./datasets/dolma/memmap_dataset/0067_00001.npy
    - ./datasets/dolma/memmap_dataset/0068_00000.npy
    - ./datasets/dolma/memmap_dataset/0069_00000.npy
    - ./datasets/dolma/memmap_dataset/0069_00001.npy
    - ./datasets/dolma/memmap_dataset/0070_00000.npy
    - ./datasets/dolma/memmap_dataset/0071_00000.npy
    - ./datasets/dolma/memmap_dataset/0072_00000.npy
    - ./datasets/dolma/memmap_dataset/0072_00001.npy
    - ./datasets/dolma/memmap_dataset/0073_00000.npy
    - ./datasets/dolma/memmap_dataset/0073_00001.npy
    - ./datasets/dolma/memmap_dataset/0073_00002.npy
    - ./datasets/dolma/memmap_dataset/0074_00000.npy
    - ./datasets/dolma/memmap_dataset/0074_00001.npy
    - ./datasets/dolma/memmap_dataset/0075_00000.npy
    - ./datasets/dolma/memmap_dataset/0075_00001.npy
    - ./datasets/dolma/memmap_dataset/0075_00002.npy
    - ./datasets/dolma/memmap_dataset/0076_00000.npy
    - ./datasets/dolma/memmap_dataset/0076_00001.npy
    - ./datasets/dolma/memmap_dataset/0076_00002.npy
    - ./datasets/dolma/memmap_dataset/0077_00000.npy
    - ./datasets/dolma/memmap_dataset/0077_00001.npy
    - ./datasets/dolma/memmap_dataset/0078_00000.npy
    - ./datasets/dolma/memmap_dataset/0078_00001.npy
    - ./datasets/dolma/memmap_dataset/0078_00002.npy
    - ./datasets/dolma/memmap_dataset/0079_00000.npy
    - ./datasets/dolma/memmap_dataset/0080_00000.npy
    - ./datasets/dolma/memmap_dataset/0080_00001.npy
    - ./datasets/dolma/memmap_dataset/0081_00000.npy
    - ./datasets/dolma/memmap_dataset/0081_00001.npy
    - ./datasets/dolma/memmap_dataset/0081_00002.npy
    - ./datasets/dolma/memmap_dataset/0081_00003.npy
    - ./datasets/dolma/memmap_dataset/0081_00004.npy
    - ./datasets/dolma/memmap_dataset/0081_00005.npy
    - ./datasets/dolma/memmap_dataset/0082_00000.npy
    - ./datasets/dolma/memmap_dataset/0083_00000.npy
    - ./datasets/dolma/memmap_dataset/0083_00001.npy
    - ./datasets/dolma/memmap_dataset/0083_00002.npy
    - ./datasets/dolma/memmap_dataset/0084_00000.npy
    - ./datasets/dolma/memmap_dataset/0084_00001.npy
    - ./datasets/dolma/memmap_dataset/0085_00000.npy
    - ./datasets/dolma/memmap_dataset/0085_00001.npy
    - ./datasets/dolma/memmap_dataset/0085_00002.npy
    - ./datasets/dolma/memmap_dataset/0086_00000.npy
    - ./datasets/dolma/memmap_dataset/0086_00001.npy
    - ./datasets/dolma/memmap_dataset/0087_00000.npy
    - ./datasets/dolma/memmap_dataset/0087_00001.npy
    - ./datasets/dolma/memmap_dataset/0088_00000.npy
    - ./datasets/dolma/memmap_dataset/0088_00001.npy
    - ./datasets/dolma/memmap_dataset/0088_00002.npy
    - ./datasets/dolma/memmap_dataset/0088_00003.npy
    - ./datasets/dolma/memmap_dataset/0088_00004.npy
    - ./datasets/dolma/memmap_dataset/0089_00000.npy
    - ./datasets/dolma/memmap_dataset/0089_00001.npy
    - ./datasets/dolma/memmap_dataset/0090_00000.npy
    - ./datasets/dolma/memmap_dataset/0091_00000.npy
    - ./datasets/dolma/memmap_dataset/0092_00000.npy
    - ./datasets/dolma/memmap_dataset/0092_00001.npy
    - ./datasets/dolma/memmap_dataset/0093_00000.npy
    - ./datasets/dolma/memmap_dataset/0094_00000.npy
    - ./datasets/dolma/memmap_dataset/0095_00000.npy
    - ./datasets/dolma/memmap_dataset/0096_00000.npy
    - ./datasets/dolma/memmap_dataset/0096_00001.npy
    - ./datasets/dolma/memmap_dataset/0097_00000.npy
    - ./datasets/dolma/memmap_dataset/0097_00001.npy
    - ./datasets/dolma/memmap_dataset/0098_00000.npy
    - ./datasets/dolma/memmap_dataset/0098_00001.npy
    - ./datasets/dolma/memmap_dataset/0099_00000.npy
    - ./datasets/dolma/memmap_dataset/0099_00001.npy
    - ./datasets/dolma/memmap_dataset/0100_00000.npy
    - ./datasets/dolma/memmap_dataset/0100_00001.npy
    - ./datasets/dolma/memmap_dataset/0101_00000.npy
    - ./datasets/dolma/memmap_dataset/0101_00001.npy
    - ./datasets/dolma/memmap_dataset/0102_00000.npy
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