Delete lc_extension_finetune_50B.yaml

lc_extension_finetune_50B.yaml

@@ -1,326 +0,0 @@
-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/loubna-2105-decay/4720000
-  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/short-context/fineweb-edu
-      - /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data/short-context/dclm
-      - /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data/short-context/pes2o
-      - /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data/short-context/wiki
-      - /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data/short-context/mwiki
-      - /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data/short-context/cosmopedia2
-      - /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data/short-context/stackexchange
-      - /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data/short-context/fw2-hq-fra_Latn
-      - /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data/short-context/fw2-hq-spa_Latn
-      - /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data/short-context/fw2-hq-deu_Latn
-      - /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data/short-context/fw2-hq-ita_Latn
-      - /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data/short-context/fw2-hq-por_Latn
-      - /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data/short-context/fw2-hq-cmn_Hani
-      - /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data/short-context/fw2-hq-rus_Cyrl
-      - /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data/short-context/fw2-hq-arb_Arab
-      - /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data/short-context/fw2-hq-jpn_Jpan
-      - /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data/short-context/fw2-kor_Hang
-      - /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data/short-context/fw2-hin_Deva
-      - /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data/short-context/fw2-tha_Thai
-      - /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data/short-context/fw2-hq-vie_Latn
-      - /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data/short-context/fw2-hq-ell_Grek
-      - /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data/short-context/infiwebmath-3plus
-      - /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data/short-context/finemath-3plus
-      - /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data/short-context/infiwebmath-4plus
-      - /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data/short-context/finemath-4plus
-      - /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data/short-context/megamath-web-pro
-      - /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data/short-context/megamath-qa-qwen
-      - /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data/short-context/megamath-text-code-block
-      - /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data/short-context/stack-edu-real-Python
-      - /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data/short-context/stack-edu-real-Java
-      - /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data/short-context/stack-edu-real-JavaScript
-      - /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data/short-context/stack-edu-real-C
-      - /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data/short-context/stack-edu-real-Cpp
-      - /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data/short-context/stack-edu-real-C-Sharp
-      - /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data/short-context/stack-edu-real-PHP
-      - /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data/short-context/stack-edu-real-TypeScript
-      - /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data/short-context/stack-edu-real-Swift
-      - /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data/short-context/stack-edu-real-SQL
-      - /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data/short-context/stack-edu-real-Ruby
-      - /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data/short-context/stack-edu-real-Markdown
-      - /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data/short-context/stack-edu-real-HTML
-      - /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data/short-context/stack-edu-real-Rust
-      - /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data/short-context/stack-edu-real-Go
-      - /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data/short-context/stack-edu-real-Shell
-      - /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data/short-context/pull-requests
-      - /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data/short-context/kaggle
-      - /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data/short-context/jupyter-scripts
-      - /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data/short-context/github-issues
-      - /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data/short-context/openmathinstruct-2
-      - /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data/short-context/openmathreasoning-4k
-      - /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data/short-context/opencodereasoning-4k
-      - /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data/short-context/natural_reasoning
-      - /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data/short-context/problem-solving
-      - /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data/short-context/2students
-      - /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data/merged-long-context/dclm_16k_32k
-      - /fsx/elie_bakouch/smollm3_training/1004-nn/data/tokenized_data/merged-long-context/dclm_4k_to_16k
-      dataset_folder:
-      - s3://smollm3/datasets/llama_tokenized_32769/fineweb-edu/tokenized/
-      - s3://smollm3/datasets/llama_tokenized_32769/dclm/tokenized/
-      - s3://smollm3/datasets/llama_tokenized_32769/pes2o/tokenized/
-      - s3://smollm3/datasets/llama_tokenized_32769/wiki/standard/
-      - s3://smollm3/datasets/llama_tokenized_32769/mwiki/standard
-      - s3://smollm3/datasets/llama_tokenized_32769/cosmopedia2/tokenized/
-      - s3://smollm3/datasets/llama_tokenized_32769/stackexchange/standard/
-      - s3://smollm3/datasets/llama_tokenized_32769/fw2-hq-fra_Latn/standard/
-      - s3://smollm3/datasets/llama_tokenized_32769/fw2-hq-spa_Latn/standard/
-      - s3://smollm3/datasets/llama_tokenized_32769/fw2-hq-deu_Latn/standard/
-      - s3://smollm3/datasets/llama_tokenized_32769/fw2-hq-ita_Latn/standard/
-      - s3://smollm3/datasets/llama_tokenized_32769/fw2-hq-por_Latn/standard/
-      - s3://smollm3/datasets/llama_tokenized_32769/fw2-hq-cmn_Hani/tokenized/
-      - s3://smollm3/datasets/llama_tokenized_32769/fw2-hq-rus_Cyrl/tokenized/
-      - s3://smollm3/datasets/llama_tokenized_32769/fw2-hq-arb_Arab/standard/
-      - s3://smollm3/datasets/llama_tokenized_32769/fw2-hq-jpn_Jpan/standard/
-      - s3://smollm3/datasets/llama_tokenized_32769/fw2-kor_Hang/tokenized/
-      - s3://smollm3/datasets/llama_tokenized_32769/fw2-hin_Deva/standard/
-      - s3://smollm3/datasets/llama_tokenized_32769/fw2-tha_Thai/standard/
-      - s3://smollm3/datasets/llama_tokenized_32769/fw2-hq-vie_Latn/standard/
-      - s3://smollm3/datasets/llama_tokenized_32769/fw2-hq-ell_Grek/standard/
-      - s3://smollm3/datasets/llama_tokenized_32769/infiwebmath-3plus/standard/
-      - s3://smollm3/datasets/llama_tokenized_32769/finemath-3plus/standard/
-      - s3://smollm3/datasets/llama_tokenized_32769/infiwebmath-4plus/standard/
-      - s3://smollm3/datasets/llama_tokenized_32769/finemath-4plus/standard/
-      - s3://smollm3/datasets/llama_tokenized_32769/megamath-web-pro/tokenized/
-      - s3://smollm3/datasets/llama_tokenized_32769/megamath-qa-qwen/tokenized/
-      - s3://smollm3/datasets/llama_tokenized_32769/megamath-text-code-block/tokenized/
-      - s3://smollm3/datasets/llama_tokenized_32769/stack-edu-real-Python/standard/
-      - s3://smollm3/datasets/llama_tokenized_32769/stack-edu-real-Java/standard/
-      - s3://smollm3/datasets/llama_tokenized_32769/stack-edu-real-JavaScript/standard/
-      - s3://smollm3/datasets/llama_tokenized_32769/stack-edu-real-C/standard/
-      - s3://smollm3/datasets/llama_tokenized_32769/stack-edu-real-Cpp/standard/
-      - s3://smollm3/datasets/llama_tokenized_32769/stack-edu-real-C-Sharp/standard/
-      - s3://smollm3/datasets/llama_tokenized_32769/stack-edu-real-PHP/standard/
-      - s3://smollm3/datasets/llama_tokenized_32769/stack-edu-real-TypeScript/standard/
-      - s3://smollm3/datasets/llama_tokenized_32769/stack-edu-real-Swift/standard/
-      - s3://smollm3/datasets/llama_tokenized_32769/stack-edu-real-SQL/standard/
-      - s3://smollm3/datasets/llama_tokenized_32769/stack-edu-real-Ruby/standard/
-      - s3://smollm3/datasets/llama_tokenized_32769/stack-edu-real-Markdown/standard/
-      - s3://smollm3/datasets/llama_tokenized_32769/stack-edu-real-HTML/standard/
-      - s3://smollm3/datasets/llama_tokenized_32769/stack-edu-real-Rust/standard/
-      - s3://smollm3/datasets/llama_tokenized_32769/stack-edu-real-Go/standard/
-      - s3://smollm3/datasets/llama_tokenized_32769/stack-edu-real-Shell/standard/
-      - s3://smollm3/datasets/llama_tokenized_32769/pull-requests/standard/
-      - s3://smollm3/datasets/llama_tokenized_32769/kaggle/standard/
-      - s3://smollm3/datasets/llama_tokenized_32769/jupyter-scripts/standard/
-      - s3://smollm3/datasets/llama_tokenized_32769/github-issues/standard/
-      - s3://smollm3/datasets/llama_tokenized_32769/openmathinstruct-2/tokenized/
-      - s3://smollm3/datasets/llama_tokenized_32769/openmathreasoning-4k/tokenized/
-      - s3://smollm3/datasets/llama_tokenized_32769/opencodereasoning-4k/standard/
-      - s3://smollm3/datasets/llama_tokenized_32769/natural_reasoning/standard/
-      - s3://smollm3/datasets/llama_tokenized_32769/problem-solving/tokenized/
-      - s3://smollm3/datasets/llama_tokenized_32769/2students/tokenized/
-      - s3://smollm3/datasets/elie_merge_32k_LC/dclm_16k_32k/
-      - s3://smollm3/datasets/elie_merge_32k_LC/dclm_4k_to_16k/
-      dataset_weights:
-      - 0.1611860
-      - 0.2686434
-      - 0.0017910 #pes2o
-      - 0.0001791 # Wiki
-      - 0.0071638 # mwiki
-      - 0.0035819 # cosmopedia
-      - 0.0008955 # SE
-      - 0.0161186
-      - 0.0197005
-      - 0.0205960
-      - 0.0111935
-      - 0.0040297
-      - 0.0089548
-      - 0.0089548
-      - 0.0080593
-      - 0.0028655
-      - 0.0028655
-      - 0.0028655
-      - 0.0028655
-      - 0.0000448 # downsample viet, too many epochs
-      - 0.0019701
-      - 0.0017910 # update infiwebmath3+
-      - 0.0017910 # update finemath3+
-      - 0.0179096 # add infiwebmath4+
-      - 0.0223869 # add finemath4+
-      - 0.0125367 # add MegamathWeb-Pro
-      - 0.0017910 # MegaMathQA-Qwen
-      - 0.0447739 # add MegaMath-Text-Code
-      - 0.0626834 # add stack-edu-real-shuffled-Python
-      - 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
-      - 0.0107457 # notebooks
-      - 0.0035819 # issues
-      - 0.0223869 # OpenMathInstruct
-      - 0.0044774 # OpenMathReasoning
-      - 0.0004477 # OpenCodeReasoning
-      - 0.0008955 # Natural reasoning
-      - 0.0026864 # Olmo Problem solving
-      - 0.0026864 # Olmo two students
-      - 0.075     # 0.1 * 0.2 * 0.75 DCLM 16k
-      - 0.025     # 0.1 * 0.2 * 0.25 DCLM 4k
-      pad_samples_to_global_batch_size: false
-      return_positions: true
-      token_size_in_bytes: 4
-      tokenizer_name: meta-llama/Llama-3.2-1B
-      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-lower-lr-dclm-90-10
-  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: 32768
-    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: 2000000.0
-    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: 19000
-    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: 24
-  expert_parallel_size: 1
-  moe_layer_recompute: false
-  pp: 1
-  pp_engine: 1f1b
-  recompute_layer: false
-  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-lower-lr-dclm-90-10
-tokenizer:
-  tokenizer_max_length: 32768
-  tokenizer_name_or_path: meta-llama/Llama-3.2-1B
-  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: 32768
-  train_steps: 20000
-  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