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checkpoints:
checkpoint_interval: 2000
checkpoints_path: /scratch/elie-checkpoints-stage2-lc
checkpoints_path_is_shared_file_system: false
load_lr_scheduler: false
load_optimizer: false
resume_checkpoint_path: s3://smollm3/tp-fix-final-pre-training/elie-lc-prolong-think-chatml-mix01/20000
save_final_state: true
save_initial_state: false
data_stages:
- data:
dataset:
dataset_read_path: # replace some programming languages with stack-edu-real, add finemath4+ and infiwebmath4+ and MegaMath, donwsample some sources like SE
- /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data_64k/short-context/fineweb-edu
- /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data_64k/short-context/dclm
- /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data_64k/short-context/pes2o
- /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data_64k/short-context/wiki
- /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data_64k/short-context/mwiki
- /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data_64k/short-context/cosmopedia2
- /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data_64k/short-context/stackexchange
- /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data_64k/short-context/fw2-hq-fra_Latn
- /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data_64k/short-context/fw2-hq-spa_Latn
- /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data_64k/short-context/fw2-hq-deu_Latn
- /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data_64k/short-context/fw2-hq-ita_Latn
- /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data_64k/short-context/fw2-hq-por_Latn
- /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data_64k/short-context/fw2-hq-cmn_Hani
- /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data_64k/short-context/fw2-hq-rus_Cyrl
- /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data_64k/short-context/fw2-hq-arb_Arab
- /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data_64k/short-context/fw2-hq-jpn_Jpan
- /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data_64k/short-context/fw2-kor_Hang
- /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data_64k/short-context/fw2-hin_Deva
- /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data_64k/short-context/fw2-tha_Thai
- /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data_64k/short-context/fw2-hq-vie_Latn
- /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data_64k/short-context/fw2-hq-ell_Grek
- /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data_64k/short-context/infiwebmath-3plus
- /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data_64k/short-context/finemath-3plus
- /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data_64k/short-context/infiwebmath-4plus/tokenized
- /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data_64k/short-context/finemath-4plus
- /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data_64k/short-context/megamath-web-pro
- /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data_64k/short-context/megamath-qa-qwen
- /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data_64k/short-context/megamath-text-code-block
- /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data_64k/short-context/stack-edu-real-Python
- /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data_64k/short-context/stack-edu-real-Java
- /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data_64k/short-context/stack-edu-real-JavaScript
- /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data_64k/short-context/stack-edu-real-C
- /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data_64k/short-context/stack-edu-real-Cpp
- /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data_64k/short-context/stack-edu-real-C-Sharp
- /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data_64k/short-context/stack-edu-real-PHP
- /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data_64k/short-context/stack-edu-real-TypeScript
- /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data_64k/short-context/stack-edu-real-Swift
- /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data_64k/short-context/stack-edu-real-SQL
- /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data_64k/short-context/stack-edu-real-Ruby
- /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data_64k/short-context/stack-edu-real-Markdown
- /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data_64k/short-context/stack-edu-real-HTML
- /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data_64k/short-context/stack-edu-real-Rust
- /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data_64k/short-context/stack-edu-real-Go
- /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data_64k/short-context/stack-edu-real-Shell
- /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data_64k/short-context/pull-requests
- /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data_64k/short-context/kaggle
- /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data_64k/short-context/github-issues
- /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data_64k/short-context/openmathinstruct-2
- /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data_64k/short-context/openmathreasoning-4k
- /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data_64k/short-context/opencodereasoning
- /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data_64k/short-context/natural_reasoning
- /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data_64k/short-context/problem-solving
- /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data_64k/short-context/2students
- /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data_64k/long-context/reasoning_nochatml_17M_4k_to_32k-correct-ipc_cpu_tok_4k_to_32k
- /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data_64k/long-context/reasoning_tulu_chatml_580k_all_lengths-correct_cpu_tok_4k_to_32k
- /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data_64k/short-context/Wiki_MCQ_final_14M
- /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data_64k/short-context/code_sft_tulu_nemotron_180k
dataset_folder:
- s3://smollm3/datasets/llama_tokenized_65537/fineweb-edu/tokenized/
- s3://smollm3/datasets/llama_tokenized_65537/dclm_correct/tokenized/
- s3://smollm3/datasets/llama_tokenized_65537/pes2o/tokenized/
- s3://smollm3/datasets/llama_tokenized_65537/wiki/tokenized/
- s3://smollm3/datasets/llama_tokenized_65537/mwiki/tokenized/
- s3://smollm3/datasets/llama_tokenized_65537/cosmopedia2/tokenized/
- s3://smollm3/datasets/llama_tokenized_65537/stackexchange/tokenized/
- s3://smollm3/datasets/llama_tokenized_65537/fw2-hq-fra_Latn/tokenized/
- s3://smollm3/datasets/llama_tokenized_65537/fw2-hq-spa_Latn/tokenized/
- s3://smollm3/datasets/llama_tokenized_65537/fw2-hq-deu_Latn/tokenized/
- s3://smollm3/datasets/llama_tokenized_65537/fw2-hq-ita_Latn/tokenized/
- s3://smollm3/datasets/llama_tokenized_65537/fw2-hq-por_Latn/tokenized/
- s3://smollm3/datasets/llama_tokenized_65537/fw2-hq-cmn_Hani/tokenized/
- s3://smollm3/datasets/llama_tokenized_65537/fw2-hq-rus_Cyrl/tokenized/
- s3://smollm3/datasets/llama_tokenized_65537/fw2-hq-arb_Arab/tokenized/
- s3://smollm3/datasets/llama_tokenized_65537/fw2-hq-jpn_Jpan/tokenized/
- s3://smollm3/datasets/llama_tokenized_65537/fw2-kor_Hang/tokenized/
- s3://smollm3/datasets/llama_tokenized_65537/fw2-hin_Deva/tokenized/
- s3://smollm3/datasets/llama_tokenized_65537/fw2-tha_Thai/tokenized/
- s3://smollm3/datasets/llama_tokenized_65537/fw2-hq-vie_Latn/tokenized/
- s3://smollm3/datasets/llama_tokenized_65537/fw2-hq-ell_Grek/tokenized/
- s3://smollm3/datasets/llama_tokenized_65537/infiwebmath-3plus/tokenized/
- s3://smollm3/datasets/llama_tokenized_65537/finemath-3plus/tokenized/
- s3://smollm3/datasets/llama_tokenized_65537/infiwebmath-4plus/tokenized/
- s3://smollm3/datasets/llama_tokenized_65537/finemath-4plus/tokenized/
- s3://smollm3/datasets/llama_tokenized_65537/megamath-web-pro/tokenized/
- s3://smollm3/datasets/llama_tokenized_65537/megamath-qa-qwen/tokenized/
- s3://smollm3/datasets/llama_tokenized_65537/megamath-text-code-block/tokenized/
- s3://smollm3/datasets/llama_tokenized_65537/stack-edu-real-Python/tokenized/
- s3://smollm3/datasets/llama_tokenized_65537/stack-edu-real-Java/tokenized/
- s3://smollm3/datasets/llama_tokenized_65537/stack-edu-real-JavaScript/tokenized/
- s3://smollm3/datasets/llama_tokenized_65537/stack-edu-real-C/tokenized/
- s3://smollm3/datasets/llama_tokenized_65537/stack-edu-real-Cpp/tokenized/
- s3://smollm3/datasets/llama_tokenized_65537/stack-edu-real-C-Sharp/tokenized/
- s3://smollm3/datasets/llama_tokenized_65537/stack-edu-real-PHP/tokenized/
- s3://smollm3/datasets/llama_tokenized_65537/stack-edu-real-TypeScript/tokenized/
- s3://smollm3/datasets/llama_tokenized_65537/stack-edu-real-Swift/tokenized/
- s3://smollm3/datasets/llama_tokenized_65537/stack-edu-real-SQL/tokenized/
- s3://smollm3/datasets/llama_tokenized_65537/stack-edu-real-Ruby/tokenized/
- s3://smollm3/datasets/llama_tokenized_65537/stack-edu-real-Markdown/tokenized/
- s3://smollm3/datasets/llama_tokenized_65537/stack-edu-real-HTML/tokenized/
- s3://smollm3/datasets/llama_tokenized_65537/stack-edu-real-Rust/tokenized/
- s3://smollm3/datasets/llama_tokenized_65537/stack-edu-real-Go/tokenized/
- s3://smollm3/datasets/llama_tokenized_65537/stack-edu-real-Shell/tokenized/
- s3://smollm3/datasets/llama_tokenized_65537/pull-requests/tokenized/
- s3://smollm3/datasets/llama_tokenized_65537/kaggle/tokenized/
- s3://smollm3/datasets/llama_tokenized_65537/github-issues/tokenized/
- s3://smollm3/datasets/llama_tokenized_65537/openmathinstruct-2/tokenized/
- s3://smollm3/datasets/llama_tokenized_65537/openmathreasoning-4k/tokenized/
- s3://smollm3/datasets/llama_tokenized_65537/opencodereasoning/tokenized/
- s3://smollm3/datasets/llama_tokenized_65537/natural_reasoning/tokenized/
- s3://smollm3/datasets/llama_tokenized_65537/problem-solving/tokenized/
- s3://smollm3/datasets/llama_tokenized_65537/2students/tokenized/
- s3://smollm3/datasets/elie_correct_llama_tokenized_65537/reasoning_nochatml_17M_4k_to_32k-correct-ipc_cpu_tok_4k_to_32k/tokenized/
- s3://smollm3/datasets/elie_correct_llama_tokenized_65537/reasoning_tulu_chatml_580k_all_lengths-correct_cpu_tok_4k_to_32k/tokenized/
- s3://smollm3/datasets/llama_tokenized_65537/Wiki_MCQ_final_14M/tokenized/
- s3://smollm3/datasets/llama_tokenized_65537/code_sft_tulu_nemotron_180k/tokenized/
dataset_weights:
- 0.1519317
- 0.2466434
- 0.0017910 #pes2o
- 0.0001791 # Wiki
- 0.0021638 # mwiki remove 0.005
- 0.0035819 # cosmopedia
- 0.0008955 # SE
- 0.0161186
- 0.0197005
- 0.0205960
- 0.0111935
- 0.0040297
- 0.0089548
- 0.0089548
- 0.0080593
- 0.0018655 # remove 0.001 from Jpn
- 0.0018655 # remove 0.001 from kor
- 0.0028655 # remove 0.001 from hin
- 0.0028655 # remove 0.001 from thai
- 0.0000448 # downsample viet, too many epochs
- 0.0009701 # remove 0.001 from greek
- 0.0017910 # update infiwebmath3+
- 0.0017910 # update finemath3+
- 0.0079096 # add infiwebmath4+ remove 0.01
- 0.0223869 # add finemath4+
- 0.0105367 # add MegamathWeb-Pro remove 0.002
- 0.0017910 # MegaMathQA-Qwen
- 0.0467739 # add MegaMath-Text-Code ad 0.002 = 100M tokens
- 0.0646834 # add stack-edu-real-shuffled-Python add 0.002
- 0.0161186 # Java
- 0.0161186 # JS
- 0.0071638 # C
- 0.0394010 # add stack-edu-real-shuffled-Cpp
- 0.0053729 # C# Edu
- 0.0053729 # PHP
- 0.0026864 # TS
- 0.0017910 # Swift
- 0.0116412 # SQL
- 0.0008955 # Ruby
- 0.0044774 # Md
- 0.0091339 # HTML
- 0.0008955 # Rust
- 0.0004477 # Go
- 0.0053729 # Shell
- 0.0044774 # PRs
- 0.0005373 # kaggle
- 0.0015819 # issues remove 0.002, doesn't impact code perf
- 0.0243869 # OpenMathInstruct add 0.002 = 50M tokens
- 0.0124774 # OpenMathReasoning add 0.008 = 350M tokens
- 0.0004477 # OpenCodeReasoning
- 0.0008955 # Natural reasoning
- 0.0026864 # Olmo Problem solving
- 0.0026864 # Olmo two students
- 0.08 # 4B Reasoning data
- 0.01 # 500M tokens
- 0.04 # 2B tokens from wiki mcq
- 0.02 # 1B tokens from code tulu nemo
pad_samples_to_global_batch_size: false
return_positions: true
token_size_in_bytes: 4
tokenizer_name: HuggingFaceTB/smollm3-11T-4k-remote-code
use_old_brrr_dataloader: false
vocab_size: 128256
num_loading_workers: 0
seed: 6
name: lc stage
start_training_step: 1
general:
benchmark_csv_path: null
consumed_train_samples: null
ignore_sanity_checks: true
project: smollm3-3B-final
run: elie-lc-prolong-start_32k-5Mrope-22k-steps
seed: 6
step: null
logging:
iteration_step_info_interval: 1
log_level: info
log_level_replica: info
model:
ddp_bucket_cap_mb: 50
dtype: bfloat16
init_method:
std: 0.02
make_vocab_size_divisible_by: 1
model_config:
_attn_implementation: llama3_ring_attention
_fused_rms_norm: true
_fused_rotary_emb: true
_use_doc_masking: true
_use_qkv_packed: true
ring_attn_heads_k_stride: 1
attention_bias: false
bos_token_id: 128000
eos_token_id: 128001
flex_attention_mask: null
hidden_act: silu
hidden_size: 2048
initializer_range: 0.02
intermediate_size: 11008
is_qwen2_config: true
max_position_embeddings: 65536
moe_config: null
num_attention_heads: 16
num_hidden_layers: 36
num_key_value_heads: 4
pad_token_id: null
pretraining_tp: 2
rms_norm_eps: 1.0e-06
rope_interleaved: false
rope_scaling: null
rope_theta: 5000000.0
sliding_window_size: null
tie_word_embeddings: true
use_cache: true
vocab_size: 128256
z_loss_coefficient: 1.0e-05
z_loss_enabled: false
no_rope_layer: 4
optimizer:
accumulate_grad_in_fp32: true
clip_grad: 1.0
learning_rate_scheduler:
learning_rate: 0.00002
lr_decay_starting_step: 1000
lr_decay_steps: 21000
lr_decay_style: cosine
lr_warmup_steps: 1000
lr_warmup_style: linear
min_decay_lr: 0
optimizer_factory:
adam_beta1: 0.9
adam_beta2: 0.95
adam_eps: 1.0e-08
name: adamW
torch_adam_is_fused: true
weight_decay: 0.1
weight_decay_exclude_named_params:
- .*token_embedding.*
zero_stage: 0
parallelism:
context_parallel_size: 4
dp: 12
expert_parallel_size: 1
moe_layer_recompute: false
pp: 1
pp_engine: 1f1b
recompute_layer: true
tp: 2
tp_linear_async_communication: true
tp_mode: REDUCE_SCATTER
tp_recompute_allgather: true
s3_upload:
remove_after_upload: true
s5cmd_concurrency: 5
s5cmd_numworkers: 16
s5cmd_path: /fsx/elie_bakouch/smollm3_training/1004-nn/1004-hope/bin/s5cmd
upload_s3_path: s3://smollm3/tp-fix-final-pre-training/elie-lc-prolong-start_32k-5Mrope-22k-steps
tokenizer:
tokenizer_max_length: 65536
tokenizer_name_or_path: HuggingFaceTB/smollm3-11T-4k-remote-code
tokenizer_revision: null
metrics_logging:
log_level: 1
log_detail_interval: 200
tokens:
batch_accumulation_per_replica: 3
limit_test_batches: 0
limit_val_batches: 0
micro_batch_size: 1
sequence_length: 65536
train_steps: 22000
val_check_interval: 100
lighteval:
slurm_script_dir: "/fsx/elie_bakouch/smollm3_training/1004-nn/nanotron/_final1004/eval_results/launch-config" # Default path for launch scripts
logs_path: "/fsx/elie_bakouch/smollm3_training/1004-nn/nanotron/_final1004/eval_results/logs" # Default path for evaluation logs
local_checkpoint_dir: "/fsx/elie_bakouch/smollm3_training/1004-nn/nanotron/_final1004/evals-ckpt" # Default path for temporary checkpoint storage. Will store under {local_checkpoint_dir}/{run_name}/{step}
nanotron_path: "/fsx/elie_bakouch/smollm3_training/1004-nn/nanotron"
output_dir: "/fsx/elie_bakouch/smollm3_training/1004-nn/nanotron/_final1004/eval_results/results"
s3_save_path: "s3://smollm3/eval-prod"
upload_to_wandb: true
wandb_project: smollm3-3B-evals
wandb_entity: huggingface
parallelism:
dp: 4
pp: 1
tp: 2
tp_linear_async_communication: true
batch_size: 8 # Optional batch size for evaluation
eval_config_override: "/fsx/elie_bakouch/smollm3_training/1004-nn/nanotron/_final1004/smollm3_eval_decay.yaml" # The evaluation config file to use
eval_interval: 400000
eval_interval_file: null
slurm:
gpus_per_node: 8
partition: "hopper-prod"
hf_cache: "/fsx/elie_bakouch/.cache/huggingface"
cpus_per_task: 88
qos: "normal"
time: "01:59:00"
reservation: smollm # Optional reservation name, can be null |