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v1-mix-medium-mitch-ish-s3.yaml
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run_name: v1-mix-medium-mitch-ish
seed: 6198
dry_run: false
wandb:
name: ${run_name}
project: olmo-medium
group: v1-mix
model:
d_model: 4096
n_heads: 32
n_layers: 32
# mlp_ratio: 6
mlp_hidden_size: 22016
weight_tying: false
alibi: false
rope: true
flash_attention: true
attention_dropout: 0.0
attention_layer_norm: false
multi_query_attention: false
include_bias: false
block_type: sequential
layer_norm_type: default
layer_norm_with_affine: false
bias_for_layer_norm: false
attention_layer_norm_with_affine: false
activation_type: swiglu
residual_dropout: 0.0
embedding_dropout: 0.0
max_sequence_length: 2048
vocab_size: 50280
embedding_size: 50304
eos_token_id: 0
pad_token_id: 1
init_device: meta
init_fn: mitchell
compile:
fullgraph: false
optimizer:
name: adamw
learning_rate: 3.0e-4
weight_decay: 0.1
betas:
- 0.9
- 0.95
metrics_log_interval: 10
scheduler:
name: cosine_with_warmup
t_warmup: 2000
alpha_f: 0.1
tokenizer:
identifier: tokenizers/allenai_eleuther-ai-gpt-neox-20b-pii-special.json
truncate_direction: right
save_folder: runs/${run_name}
remote_save_folder: s3://ai2-llm/checkpoints/7b/${run_name}
save_overwrite: true
# Sharded checkpoints (best for restarts)
save_interval: 1000
save_num_checkpoints_to_keep: -1
# Unsharded checkpoints (for final storage)
save_interval_unsharded: null # getting errors on LUMI right now
save_num_unsharded_checkpoints_to_keep: -1
load_path: null
max_duration: 476837 # 2T tokens
global_train_batch_size: 2048
device_train_microbatch_size: 2
precision: amp_bf16
fsdp:
wrapping_strategy: by_block
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: all-small-ppl-validation
data:
num_workers: 0
drop_last: true
# pin_memory: true
# prefetch_factor: 1
# persistent_workers: false
# timeout: 0
datasets:
4chan-validation:
- s3://ai2-llm/eval-data/perplexity/v2_small_gptneox20b/4chan/val.npy
c4_100_domains-validation:
- s3://ai2-llm/eval-data/perplexity/v2_small_gptneox20b/c4_100_domains/val.npy
c4_en-validation:
- s3://ai2-llm/eval-data/perplexity/v2_small_gptneox20b/c4_en/val.npy
gab-validation:
- s3://ai2-llm/eval-data/perplexity/v2_small_gptneox20b/gab/val.npy
ice-validation:
- s3://ai2-llm/eval-data/perplexity/v2_small_gptneox20b/ice/val.npy
m2d2_s2orc-validation:
- s3://ai2-llm/eval-data/perplexity/v2_small_gptneox20b/m2d2_s2orc/val.npy
m2d2_wiki-validation:
- s3://ai2-llm/eval-data/perplexity/v2_small_gptneox20b/m2d2_wiki/val.npy
manosphere-validation:
- s3://ai2-llm/eval-data/perplexity/v2_small_gptneox20b/manosphere/val.npy
mc4_en-validation:
- s3://ai2-llm/eval-data/perplexity/v2_small_gptneox20b/mc4_en/val.npy
pile-validation:
- s3://ai2-llm/eval-data/perplexity/v2_small_gptneox20b/pile/val.npy
ptb-validation:
- s3://ai2-llm/eval-data/perplexity/v2_small_gptneox20b/ptb/val.npy
twitterAEE-validation:
- s3://ai2-llm/eval-data/perplexity/v2_small_gptneox20b/twitterAEE/val.npy
wikitext_103-validation:
- s3://ai2-llm/eval-data/perplexity/v2_small_gptneox20b/wikitext_103/val.npy
##########################
# Downstream evaluations #
##########################
- 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: 16
drop_last: true
pin_memory: true
prefetch_factor: 1
persistent_workers: true
timeout: 0
paths:
- s3://ai2-llm/preprocessed/olmo-mix/v1-sample/gpt-neox-20b-pii-special/books/0_00000.npy
- s3://ai2-llm/preprocessed/olmo-mix/v1-sample/gpt-neox-20b-pii-special/books/0_00001.npy
- s3://ai2-llm/preprocessed/olmo-mix/v1-sample/gpt-neox-20b-pii-special/books/0_00002.npy
- s3://ai2-llm/preprocessed/olmo-mix/v1-sample/gpt-neox-20b-pii-special/books/0_00003.npy
- s3://ai2-llm/preprocessed/olmo-mix/v1-sample/gpt-neox-20b-pii-special/books/1_00000.npy
- s3://ai2-llm/preprocessed/olmo-mix/v1-sample/gpt-neox-20b-pii-special/books/1_00001.npy
- s3://ai2-llm/preprocessed/olmo-mix/v1-sample/gpt-neox-20b-pii-special/books/2_00000.npy
- s3://ai2-llm/preprocessed/olmo-mix/v1-sample/gpt-neox-20b-pii-special/books/2_00001.npy
- s3://ai2-llm/preprocessed/olmo-mix/v1-sample/gpt-neox-20b-pii-special/books/2_00002.npy
- s3://ai2-llm/preprocessed/olmo-mix/v1-sample/gpt-neox-20b-pii-special/books/2_00003.npy
- s3://ai2-llm/preprocessed/olmo-mix/v1-sample/gpt-neox-20b-pii-special/c4/00_00000.npy
- s3://ai2-llm/preprocessed/olmo-mix/v1-sample/gpt-neox-20b-pii-special/c4/00_00001.npy
- s3://ai2-llm/preprocessed/olmo-mix/v1-sample/gpt-neox-20b-pii-special/c4/00_00002.npy
- s3://ai2-llm/preprocessed/olmo-mix/v1-sample/gpt-neox-20b-pii-special/c4/00_00003.npy
- s3://ai2-llm/preprocessed/olmo-mix/v1-sample/gpt-neox-20b-pii-special/c4/01_00000.npy
- s3://ai2-llm/preprocessed/olmo-mix/v1-sample/gpt-neox-20b-pii-special/c4/01_00001.npy
- s3://ai2-llm/preprocessed/olmo-mix/v1-sample/gpt-neox-20b-pii-special/c4/01_00002.npy
- s3://ai2-llm/preprocessed/olmo-mix/v1-sample/gpt-neox-20b-pii-special/c4/01_00003.npy
- s3://ai2-llm/preprocessed/olmo-mix/v1-sample/gpt-neox-20b-pii-special/c4/02_00000.npy
- s3://ai2-llm/preprocessed/olmo-mix/v1-sample/gpt-neox-20b-pii-special/c4/02_00001.npy
- s3://ai2-llm/preprocessed/olmo-mix/v1-sample/gpt-neox-20b-pii-special/c4/02_00002.npy
- s3://ai2-llm/preprocessed/olmo-mix/v1-sample/gpt-neox-20b-pii-special/c4/02_00003.npy
- s3://ai2-llm/preprocessed/olmo-mix/v1-sample/gpt-neox-20b-pii-special/c4/03_00000.npy
- s3://ai2-llm/preprocessed/olmo-mix/v1-sample/gpt-neox-20b-pii-special/c4/03_00001.npy
- s3://ai2-llm/preprocessed/olmo-mix/v1-sample/gpt-neox-20b-pii-special/c4/03_00002.npy
- s3://ai2-llm/preprocessed/olmo-mix/v1-sample/gpt-neox-20b-pii-special/c4/03_00003.npy
- s3://ai2-llm/preprocessed/olmo-mix/v1-sample/gpt-neox-20b-pii-special/c4/04_00000.npy
- s3://ai2-llm/preprocessed/olmo-mix/v1-sample/gpt-neox-20b-pii-special/c4/04_00001.npy
- s3://ai2-llm/preprocessed/olmo-mix/v1-sample/gpt-neox-20b-pii-special/c4/04_00002.npy
- s3://ai2-llm/preprocessed/olmo-mix/v1-sample/gpt-neox-20b-pii-special/c4/04_00003.npy
- s3://ai2-llm/preprocessed/olmo-mix/v1-sample/gpt-neox-20b-pii-special/c4/05_00000.npy
- s3://ai2-llm/preprocessed/olmo-mix/v1-sample/gpt-neox-20b-pii-special/c4/05_00001.npy
- s3://ai2-llm/preprocessed/olmo-mix/v1-sample/gpt-neox-20b-pii-special/c4/05_00002.npy
- s3://ai2-llm/preprocessed/olmo-mix/v1-sample/gpt-neox-20b-pii-special/c4/05_00003.npy
- s3://ai2-llm/preprocessed/olmo-mix/v1-sample/gpt-neox-20b-pii-special/c4/06_00000.npy
- s3://ai2-llm/preprocessed/olmo-mix/v1-sample/gpt-neox-20b-pii-special/c4/06_00001.npy
- s3://ai2-llm/preprocessed/olmo-mix/v1-sample/gpt-neox-20b-pii-special/c4/06_00002.npy
- s3://ai2-llm/preprocessed/olmo-mix/v1-sample/gpt-neox-20b-pii-special/c4/06_00003.npy
- s3://ai2-llm/preprocessed/olmo-mix/v1-sample/gpt-neox-20b-pii-special/c4/07_00000.npy
- s3://ai2-llm/preprocessed/olmo-mix/v1-sample/gpt-neox-20b-pii-special/c4/07_00001.npy
- s3://ai2-llm/preprocessed/olmo-mix/v1-sample/gpt-neox-20b-pii-special/c4/07_00002.npy
- s3://ai2-llm/preprocessed/olmo-mix/v1-sample/gpt-neox-20b-pii-special/c4/07_00003.npy
- s3://ai2-llm/preprocessed/olmo-mix/v1-sample/gpt-neox-20b-pii-special/c4/08_00000.npy
- s3://ai2-llm/preprocessed/olmo-mix/v1-sample/gpt-neox-20b-pii-special/c4/08_00001.npy
- s3://ai2-llm/preprocessed/olmo-mix/v1-sample/gpt-neox-20b-pii-special/c4/08_00002.npy
- s3://ai2-llm/preprocessed/olmo-mix/v1-sample/gpt-neox-20b-pii-special/c4/08_00003.npy
- s3://ai2-llm/preprocessed/olmo-mix/v1-sample/gpt-neox-20b-pii-special/c4/09_00000.npy
- s3://ai2-llm/preprocessed/olmo-mix/v1-sample/gpt-neox-20b-pii-special/c4/09_00001.npy
- s3://ai2-llm/preprocessed/olmo-mix/v1-sample/gpt-neox-20b-pii-special/c4/09_00002.npy
- s3://ai2-llm/preprocessed/olmo-mix/v1-sample/gpt-neox-20b-pii-special/c4/09_00003.npy
- s3://ai2-llm/preprocessed/olmo-mix/v1-sample/gpt-neox-20b-pii-special/c4/10_00000.npy
- s3://ai2-llm/preprocessed/olmo-mix/v1-sample/gpt-neox-20b-pii-special/c4/10_00001.npy
- s3://ai2-llm/preprocessed/olmo-mix/v1-sample/gpt-neox-20b-pii-special/c4/10_00002.npy
- s3://ai2-llm/preprocessed/olmo-mix/v1-sample/gpt-neox-20b-pii-special/c4/10_00003.npy
- s3://ai2-llm/preprocessed/olmo-mix/v1-sample/gpt-neox-20b-pii-special/c4/11_00000.npy
- s3://ai2-llm/preprocessed/olmo-mix/v1-sample/gpt-neox-20b-pii-special/c4/11_00001.npy
- s3://ai2-llm/preprocessed/olmo-mix/v1-sample/gpt-neox-20b-pii-special/c4/11_00002.npy
- s3://ai2-llm/preprocessed/olmo-mix/v1-sample/gpt-neox-20b-pii-special/c4/11_00003.npy
- s3://ai2-llm/preprocessed/olmo-mix/v1-sample/gpt-neox-20b-pii-special/c4/12_00000.npy
- s3://ai2-llm/preprocessed/olmo-mix/v1-sample/gpt-neox-20b-pii-special/c4/12_00001.npy
- s3://ai2-llm/preprocessed/olmo-mix/v1-sample/gpt-neox-20b-pii-special/c4/12_00002.npy
- s3://ai2-llm/preprocessed/olmo-mix/v1-sample/gpt-neox-20b-pii-special/c4/12_00003.npy
- s3://ai2-llm/preprocessed/olmo-mix/v1-sample/gpt-neox-20b-pii-special/c4/13_00000.npy
- s3://ai2-llm/preprocessed/olmo-mix/v1-sample/gpt-neox-20b-pii-special/c4/13_00001.npy
- s3://ai2-llm/preprocessed/olmo-mix/v1-sample/gpt-neox-20b-pii-special/c4/13_00002.npy
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