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+ 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-4 + 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: cosine_with_warmup + units: tokens + t_warmup: 10485760000 + t_max: 5e12 + alpha_f: 0.1 + +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: 2ep +global_train_batch_size: 1024 +device_train_microbatch_size: 4 + +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: + - https://olmo-data.org/eval-data/perplexity/v3_small_gptneox20b/c4_en/val/part-0-00000.npy + dolma_books-validation: + - https://olmo-data.org/eval-data/perplexity/v3_small_gptneox20b/dolma_books/val/part-0-00000.npy + dolma_common-crawl-validation: + - https://olmo-data.org/eval-data/perplexity/v3_small_gptneox20b/dolma_common-crawl/val/part-0-00000.npy + dolma_pes2o-validation: + - https://olmo-data.org/eval-data/perplexity/v3_small_gptneox20b/dolma_pes2o/val/part-0-00000.npy + dolma_reddit-validation: + - https://olmo-data.org/eval-data/perplexity/v3_small_gptneox20b/dolma_reddit/val/part-0-00000.npy + dolma_stack-validation: + - https://olmo-data.org/eval-data/perplexity/v3_small_gptneox20b/dolma_stack/val/part-0-00000.npy + dolma_wiki-validation: + - https://olmo-data.org/eval-data/perplexity/v3_small_gptneox20b/dolma_wiki/val/part-0-00000.npy + ice-validation: + - https://olmo-data.org/eval-data/perplexity/v3_small_gptneox20b/ice/val/part-0-00000.npy + m2d2_s2orc-validation: + - https://olmo-data.org/eval-data/perplexity/v3_small_gptneox20b/m2d2_s2orc/val/part-0-00000.npy + pile-validation: + - https://olmo-data.org/eval-data/perplexity/v3_small_gptneox20b/pile/val/part-0-00000.npy + wikitext_103-validation: + - https://olmo-data.org/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: + - https://olmo-data.org/preprocessed/danyh-compiled-v1_7/algebraic-stack/allenai/gpt-neox-olmo-dolma-v1_5/part-00-00000.npy + - 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