export dataset_bin="/mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/PreprocessDataset/Dataset.ru_synth/data_bin /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/PreprocessDataset/Dataset.ru_en/data_bin /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/PreprocessDataset/Dataset.en_fr_pre_annealing/data_bin /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/PreprocessDataset/Dataset.en_fr/data_bin /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/PreprocessDataset/Dataset.fr_synth/data_bin /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/PreprocessDataset/Dataset.ko_en_pre_annealing/data_bin /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/PreprocessDataset/Dataset.es_synth/data_bin /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/PreprocessDataset/Dataset.zh_en_pre_annealing/data_bin /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/PreprocessDataset/Baseline.baseline/data_bin /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/PreprocessDataset/Dataset.en_synth/data_bin /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/PreprocessDataset/Dataset.pt_en_pre_annealing/data_bin /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/PreprocessDataset/Dataset.en_pt/data_bin /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/PreprocessDataset/Dataset.pt_synth/data_bin /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/PreprocessDataset/Dataset.en_es/data_bin /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/PreprocessDataset/Dataset.zh_en/data_bin /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/PreprocessDataset/Dataset.it_en/data_bin /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/PreprocessDataset/Dataset.zh/data_bin /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/PreprocessDataset/Dataset.en_de/data_bin /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/PreprocessDataset/Dataset.ko_synth/data_bin /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/PreprocessDataset/Dataset.ko_en/data_bin /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/PreprocessDataset/Dataset.en_de_pre_annealing/data_bin /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/PreprocessDataset/Dataset.nl_en_pre_annealing/data_bin /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/PreprocessDataset/Dataset.en_ko_pre_annealing/data_bin /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/PreprocessDataset/Dataset.it/data_bin /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/PreprocessDataset/Dataset.pt/data_bin /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/PreprocessDataset/Dataset.ru/data_bin /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/PreprocessDataset/Dataset.en_zh/data_bin /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/PreprocessDataset/Dataset.es/data_bin /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/PreprocessDataset/Dataset.de_en/data_bin /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/PreprocessDataset/Dataset.de_en_pre_annealing/data_bin /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/PreprocessDataset/Dataset.en_it/data_bin /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/PreprocessDataset/Dataset.it_en_pre_annealing/data_bin /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/PreprocessDataset/Dataset.en_nl/data_bin /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/PreprocessDataset/Dataset.en_zh_pre_annealing/data_bin /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/PreprocessDataset/Dataset.ru_en_pre_annealing/data_bin /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/PreprocessDataset/Dataset.zh_synth/data_bin /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/PreprocessDataset/Dataset.it_synth/data_bin /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/PreprocessDataset/Dataset.instructions/data_bin /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/PreprocessDataset/Dataset.de/data_bin /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/PreprocessDataset/Dataset.en_pt_pre_annealing/data_bin /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/PreprocessDataset/Dataset.nl_en/data_bin /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/PreprocessDataset/Dataset.en_ru/data_bin /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/PreprocessDataset/Dataset.de_synth/data_bin /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/PreprocessDataset/Dataset.fr/data_bin /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/PreprocessDataset/Dataset.ko/data_bin /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/PreprocessDataset/Dataset.nl/data_bin /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/PreprocessDataset/Dataset.es_en/data_bin /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/PreprocessDataset/Dataset.en_it_pre_annealing/data_bin /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/PreprocessDataset/Dataset.en_ru_pre_annealing/data_bin /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/PreprocessDataset/Dataset.en_es_pre_annealing/data_bin /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/PreprocessDataset/Dataset.fr_en_pre_annealing/data_bin /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/PreprocessDataset/Dataset.nl_synth/data_bin /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/PreprocessDataset/Dataset.en_nl_pre_annealing/data_bin /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/PreprocessDataset/Dataset.en_ko/data_bin /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/PreprocessDataset/Dataset.es_en_pre_annealing/data_bin /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/PreprocessDataset/Dataset.fr_en/data_bin /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/PreprocessDataset/Dataset.pt_en/data_bin"
export datamix_file="/mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/MakeDataMix/Dataset.ru_synth/datamix_file /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/MakeDataMix/Dataset.ru_en/datamix_file /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/MakeDataMix/Dataset.en_fr_pre_annealing/datamix_file /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/MakeDataMix/Dataset.en_fr/datamix_file /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/MakeDataMix/Dataset.fr_synth/datamix_file /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/MakeDataMix/Dataset.ko_en_pre_annealing/datamix_file /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/MakeDataMix/Dataset.es_synth/datamix_file /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/MakeDataMix/Dataset.zh_en_pre_annealing/datamix_file /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/MakeDataMix/Baseline.baseline/datamix_file /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/MakeDataMix/Dataset.en_synth/datamix_file /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/MakeDataMix/Dataset.pt_en_pre_annealing/datamix_file /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/MakeDataMix/Dataset.en_pt/datamix_file /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/MakeDataMix/Dataset.pt_synth/datamix_file /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/MakeDataMix/Dataset.en_es/datamix_file /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/MakeDataMix/Dataset.zh_en/datamix_file /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/MakeDataMix/Dataset.it_en/datamix_file /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/MakeDataMix/Dataset.zh/datamix_file /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/MakeDataMix/Dataset.en_de/datamix_file /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/MakeDataMix/Dataset.ko_synth/datamix_file /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/MakeDataMix/Dataset.ko_en/datamix_file /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/MakeDataMix/Dataset.en_de_pre_annealing/datamix_file /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/MakeDataMix/Dataset.nl_en_pre_annealing/datamix_file /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/MakeDataMix/Dataset.en_ko_pre_annealing/datamix_file /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/MakeDataMix/Dataset.it/datamix_file /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/MakeDataMix/Dataset.pt/datamix_file /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/MakeDataMix/Dataset.ru/datamix_file /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/MakeDataMix/Dataset.en_zh/datamix_file /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/MakeDataMix/Dataset.es/datamix_file /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/MakeDataMix/Dataset.de_en/datamix_file /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/MakeDataMix/Dataset.de_en_pre_annealing/datamix_file /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/MakeDataMix/Dataset.en_it/datamix_file /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/MakeDataMix/Dataset.it_en_pre_annealing/datamix_file /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/MakeDataMix/Dataset.en_nl/datamix_file /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/MakeDataMix/Dataset.en_zh_pre_annealing/datamix_file /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/MakeDataMix/Dataset.ru_en_pre_annealing/datamix_file /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/MakeDataMix/Dataset.zh_synth/datamix_file /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/MakeDataMix/Dataset.it_synth/datamix_file /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/MakeDataMix/Dataset.instructions/datamix_file /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/MakeDataMix/Dataset.de/datamix_file /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/MakeDataMix/Dataset.en_pt_pre_annealing/datamix_file /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/MakeDataMix/Dataset.nl_en/datamix_file /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/MakeDataMix/Dataset.en_ru/datamix_file /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/MakeDataMix/Dataset.de_synth/datamix_file /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/MakeDataMix/Dataset.fr/datamix_file /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/MakeDataMix/Dataset.ko/datamix_file /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/MakeDataMix/Dataset.nl/datamix_file /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/MakeDataMix/Dataset.es_en/datamix_file /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/MakeDataMix/Dataset.en_it_pre_annealing/datamix_file /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/MakeDataMix/Dataset.en_ru_pre_annealing/datamix_file /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/MakeDataMix/Dataset.en_es_pre_annealing/datamix_file /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/MakeDataMix/Dataset.fr_en_pre_annealing/datamix_file /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/MakeDataMix/Dataset.nl_synth/datamix_file /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/MakeDataMix/Dataset.en_nl_pre_annealing/datamix_file /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/MakeDataMix/Dataset.en_ko/datamix_file /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/MakeDataMix/Dataset.es_en_pre_annealing/datamix_file /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/MakeDataMix/Dataset.fr_en/datamix_file /mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/MakeDataMix/Dataset.pt_en/datamix_file"
export megatron_model="/mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/ModelSharding/PP.1+Size.1+TP.1/sharded_model"
export model_dir="/mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/doc_attn_tests"
export seq_length="2048"
export tp="1"
export warmup_steps="32"
export micro_batch_size="24"
export grad_accum_steps="4"
export kv_channels=""
export weight_decay="0.1"
export external_model_dir="/mnt/data/shared/multilingual_llm/experiments_megatron/continue_pretraining_tinyllama_all_20B/doc_attn_tests"
export lr="3e-5"
export eval_interval="635"
export layernorm_epsilon="1e-5"
export log_interval="1"
export freeze_layers=""
export glu_activation="swiglu"
export eval_iters="1"
export lr_min="3e-6"
export pp="1"
export model_type="llama2"
export lr_scheduler="constant"
export tokenizer_path="/mnt/data_2/cache/models--TinyLlama--TinyLlama-1.1B-intermediate-step-1431k-3T/snapshots/036fa4651240b9a1487f709833b9e4b96b4c1574"
export save_interval="635"
export n_gpus="1"
export repo="/mnt/data/jpombal/multilinguality_megatron"
export gpu_ids="0"
export tokenizer_type="PretrainedFromHF"
export train_steps="11430"

    external_model_dir="${external_model_dir}_${lr}"
    if [ "$external_model_dir" != "" ]; then
        mkdir -p $external_model_dir
        mkdir -p $external_model_dir/runs
        ln -s $external_model_dir $model_dir
    fi

    data_path=""
    for f in $datamix_file; do
        # read file
        data_path="$data_path `cat $f`"
    done
    echo "Running with data_path=$data_path"

    FREEZE_ARGS=""
    if [ "$freeze_layers" == "not_embeddings" ]; then
        FREEZE_ARGS="--freeze_layers"
    fi
    echo $FREEZE_ARGS

    export CUDA_VISIBLE_DEVICES=$gpu_ids

    # if load_from_checkpoint, then set megatron_model to external_model_dir
    ckpt_flag=$external_model_dir/latest_checkpointed_iteration.txt
    if [ -f $ckpt_flag ]; then
        megatron_model=$external_model_dir
        echo Loading from previously saved checkpoint.
    fi

    KV_CHANNELS_ARGS=""
    if [ "$kv_channels" != "" ]; then
        KV_CHANNELS_ARGS="--kv_channels $kv_channels"
    fi

    TIE_ARGS=""
    if [ $model_type != 'gemma' ]; then
        TIE_ARGS+="--no_tie_embed_logits"
    fi
    echo $TIE_ARGS

    global_batch_size=$(($micro_batch_size * $n_gpus * $grad_accum_steps))

    LOG_ARGS="--log_interval $log_interval --save_interval $save_interval --eval_interval $eval_interval --eval_iters $eval_iters --log_validation_ppl_to_tensorboard --log_memory_to_tensorboard --log_batch_size_to_tensorboard"
    TRAIN_ARGS="--train_iters $train_steps --lr_decay_style $lr_scheduler --lr_warmup_iters $warmup_steps --lr $lr --min_lr $lr_min --weight_decay $weight_decay"
    DISTRIBUTED_ARGS="--nproc_per_node $n_gpus --nnodes 1 --node_rank 0 --master_addr localhost --master_port 8134"
    COMMON_ARGS="--hidden_dropout 0.0 --attention_dropout 0.0 --no_bias_gelu_fusion"
    LLAMA_ARGS="--use_rms_norm --glu_activation $glu_activation  --no_new_tokens --layernorm_epsilon $layernorm_epsilon"
    CUDA_DEVICE_MAX_CONNECTIONS=1 torchrun $DISTRIBUTED_ARGS $repo/finetune.py \
        --tensor_model_parallel_size $tp \
        --pipeline_model_parallel_size $pp \
        --load $megatron_model \
        --save $model_dir \
        --tensorboard_dir $external_model_dir/runs \
        --data_path $data_path \
        --model_name $model_type \
        --tokenizer_type $tokenizer_type \
        --vocab_file=$tokenizer_path \
        --bf16 \
        --use_flash_attn \
        --micro_batch_size $micro_batch_size \
        --global_batch_size $global_batch_size \
        --sequence_parallel \
        --recompute_granularity selective \
        --use_checkpoint_args \
        --seq_length $seq_length \
        --split 9990,5,5 \
        --sliding_window_size 4096 \
        --reset_attention_mask \
        --reset_position_ids \
        $COMMON_ARGS $LOG_ARGS $TRAIN_ARGS $LLAMA_ARGS $FREEZE_ARGS $KV_CHANNELS_ARGS $TIE_ARGS \