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olmoe-8x1b-newhp-newds-final-anneal.yml
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run_name: olmoe-8x1b-newhp-newds-final
seed: 42
dry_run: false
no_pre_train_checkpoint: true
reset_optimizer_state: false
reset_trainer_state: true
restore_dataloader: false
wandb:
name: ${run_name}
project: olmoe
group: null
model:
d_model: 2048
n_heads: 16
n_layers: 16
mlp_ratio: 1
weight_tying: false
alibi: false
rope: true
flash_attention: true
attention_dropout: 0.0
attention_layer_norm: true
include_bias: false
block_type: moe
layer_norm_type: rms
layer_norm_with_affine: true
bias_for_layer_norm: false
attention_layer_norm_with_affine: true
activation_type: swiglu
residual_dropout: 0.0
embedding_dropout: 0.0
max_sequence_length: 4096
vocab_size: 50280
embedding_size: 50304
eos_token_id: 0
pad_token_id: 1
init_device: meta
init_fn: normal
init_std: 0.02
init_cutoff_factor: 3
moe_top_k: 8
moe_num_experts: 64
moe_dropless: true
moe_mlp_impl: sparse
moe_zloss_weight: 0.001
moe_loss_weight: 0.01
compile: null
optimizer:
name: adamw
learning_rate: 4.0e-5
eps: 1.0e-8
weight_decay: 0.1
decay_norm_and_bias: true
decay_embeddings: true
betas:
- 0.9
- 0.95
metrics_log_interval: 10
scheduler:
name: linear_with_warmup
units: steps
t_warmup: 0
alpha_f: 0
tokenizer:
identifier: tokenizers/allenai_gpt-neox-olmo-dolma-v1_5.json
truncate_direction: right
save_folder: runs/${run_name}
remote_save_folder: s3://ai2-llm/checkpoints/OLMoE/${run_name}
save_overwrite: false
save_interval: 5000
save_interval_ephemeral: null
save_num_checkpoints_to_keep: -1
sharded_checkpointer: olmo_core
save_interval_unsharded: null
save_num_unsharded_checkpoints_to_keep: -1
load_path: null
max_duration: 100e9T
global_train_batch_size: 1024
device_train_microbatch_size: 4
stop_at: 23842
precision: amp_bf16
distributed_strategy: fsdp
fsdp:
wrapping_strategy: by_block
precision: mixed
sharding_strategy: FULL_SHARD
max_grad_norm: 1.0
max_grad_norm_ratio: null
speed_monitor:
window_size: 1
eval_interval: 5000
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
datasets:
c4_en-validation:
- /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy
dolma_books-validation:
- /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy
dolma_common-crawl-validation:
- /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy
dolma_pes2o-validation:
- /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy
dolma_reddit-validation:
- /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy
dolma_stack-validation:
- /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy
dolma_wiki-validation:
- /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy
ice-validation:
- /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy
m2d2_s2orc-validation:
- /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy
pile-validation:
- /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy
wikitext_103-validation:
- /weka/oe-training-default/ai2-llm/eval-data/perplexity/v3_small_gptneox20b/wikitext_103/val/part-0-00000.npy
##########################
# Downstream evaluations #
##########################
- label: piqa
type: downstream
- label: hellaswag
type: downstream
- label: winogrande
type: downstream
- label: openbook_qa
type: downstream
- label: boolq
type: downstream
- label: sciq
type: downstream
- label: arc_easy
type: downstream
- label: arc_challenge
type: downstream
- label: copa
type: downstream
- label: commonsense_qa
type: downstream
- label: social_iqa
type: downstream
- label: mmlu_stem_var
type: downstream
- label: mmlu_humanities_var
type: downstream
- label: mmlu_social_sciences_var
type: downstream
- label: mmlu_other_var
type: downstream
- label: mmlu_stem_mc_5shot
type: downstream
- label: mmlu_humanities_mc_5shot
type: downstream
- label: mmlu_social_sciences_mc_5shot
type: downstream
- label: mmlu_other_mc_5shot
type: downstream
- label: mmlu_stem_mc_5shot_test
type: downstream
- label: mmlu_humanities_mc_5shot_test
type: downstream
- label: mmlu_social_sciences_mc_5shot_test
type: downstream
- label: mmlu_other_mc_5shot_test
type: downstream
data:
pad_direction: right
num_workers: 32
drop_last: true
pin_memory: true
prefetch_factor: 8
persistent_workers: true
timeout: 0
instance_filter:
repetition_max_period: 13
repetition_min_period: 1
repetition_max_count: 32
paths:
- /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy
- /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-01-00000.npy
- /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-02-00000.npy
- /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-03-00000.npy
- /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-04-00000.npy
- /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-05-00000.npy
- /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-06-00000.npy
- /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-07-00000.npy
- /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-08-00000.npy
- /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-09-00000.npy
- /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-10-00000.npy
- /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-11-00000.npy
- /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-12-00000.npy
- /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-13-00000.npy
- /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-14-00000.npy
- /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-15-00000.npy
- /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/arxiv/allenai/gpt-neox-olmo-dolma-v1_5/part-000-00000.npy
- /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/arxiv/allenai/gpt-neox-olmo-dolma-v1_5/part-001-00000.npy
- /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/arxiv/allenai/gpt-neox-olmo-dolma-v1_5/part-002-00000.npy
- /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/arxiv/allenai/gpt-neox-olmo-dolma-v1_5/part-003-00000.npy
- /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/arxiv/allenai/gpt-neox-olmo-dolma-v1_5/part-004-00000.npy
- /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/arxiv/allenai/gpt-neox-olmo-dolma-v1_5/part-005-00000.npy
- /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/arxiv/allenai/gpt-neox-olmo-dolma-v1_5/part-006-00000.npy
- /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/arxiv/allenai/gpt-neox-olmo-dolma-v1_5/part-007-00000.npy
- /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/arxiv/allenai/gpt-neox-olmo-dolma-v1_5/part-008-00000.npy
- /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/arxiv/allenai/gpt-neox-olmo-dolma-v1_5/part-009-00000.npy
- /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/arxiv/allenai/gpt-neox-olmo-dolma-v1_5/part-010-00000.npy
- /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/arxiv/allenai/gpt-neox-olmo-dolma-v1_5/part-011-00000.npy
- /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/arxiv/allenai/gpt-neox-olmo-dolma-v1_5/part-012-00000.npy
- /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/arxiv/allenai/gpt-neox-olmo-dolma-v1_5/part-013-00000.npy
- /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/arxiv/allenai/gpt-neox-olmo-dolma-v1_5/part-014-00000.npy
- /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/arxiv/allenai/gpt-neox-olmo-dolma-v1_5/part-015-00000.npy
- /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/arxiv/allenai/gpt-neox-olmo-dolma-v1_5/part-016-00000.npy
- /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/arxiv/allenai/gpt-neox-olmo-dolma-v1_5/part-017-00000.npy
- /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/arxiv/allenai/gpt-neox-olmo-dolma-v1_5/part-018-00000.npy
- /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/arxiv/allenai/gpt-neox-olmo-dolma-v1_5/part-019-00000.npy
- /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/arxiv/allenai/gpt-neox-olmo-dolma-v1_5/part-020-00000.npy
- /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/arxiv/allenai/gpt-neox-olmo-dolma-v1_5/part-021-00000.npy
- /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/arxiv/allenai/gpt-neox-olmo-dolma-v1_5/part-022-00000.npy
- /weka/oe-training-default/ai2-llm/preprocessed/danyh-compiled-v1_7/arxiv/allenai/gpt-neox-olmo-dolma-v1_5/part-023-00000.npy
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