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doremi-llama-2.5b-reference

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neuralink HF staff commited on
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1 Parent(s): bcf6fbf

add the 70k checkpoint

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  1. 70000/checkpoint_metadata.json +9 -0
  2. 70000/config.yaml +117 -0
  3. 70000/lr_scheduler/lr_scheduler.pt +3 -0
  4. 70000/model/model/decoder/0/pp_block/attn/o_proj/model_weight_pp-rank-0-of-1_tp-rank-0-of-8.safetensors +3 -0
  5. 70000/model/model/decoder/0/pp_block/attn/o_proj/model_weight_pp-rank-0-of-1_tp-rank-1-of-8.safetensors +3 -0
  6. 70000/model/model/decoder/0/pp_block/attn/o_proj/model_weight_pp-rank-0-of-1_tp-rank-2-of-8.safetensors +3 -0
  7. 70000/model/model/decoder/0/pp_block/attn/o_proj/model_weight_pp-rank-0-of-1_tp-rank-3-of-8.safetensors +3 -0
  8. 70000/model/model/decoder/0/pp_block/attn/o_proj/model_weight_pp-rank-0-of-1_tp-rank-4-of-8.safetensors +3 -0
  9. 70000/model/model/decoder/0/pp_block/attn/o_proj/model_weight_pp-rank-0-of-1_tp-rank-5-of-8.safetensors +3 -0
  10. 70000/model/model/decoder/0/pp_block/attn/o_proj/model_weight_pp-rank-0-of-1_tp-rank-6-of-8.safetensors +3 -0
  11. 70000/model/model/decoder/0/pp_block/attn/o_proj/model_weight_pp-rank-0-of-1_tp-rank-7-of-8.safetensors +3 -0
  12. 70000/model/model/decoder/0/pp_block/attn/qkv_proj/model_weight_pp-rank-0-of-1_tp-rank-0-of-8.safetensors +3 -0
  13. 70000/model/model/decoder/0/pp_block/attn/qkv_proj/model_weight_pp-rank-0-of-1_tp-rank-1-of-8.safetensors +3 -0
  14. 70000/model/model/decoder/0/pp_block/attn/qkv_proj/model_weight_pp-rank-0-of-1_tp-rank-2-of-8.safetensors +3 -0
  15. 70000/model/model/decoder/0/pp_block/attn/qkv_proj/model_weight_pp-rank-0-of-1_tp-rank-3-of-8.safetensors +3 -0
  16. 70000/model/model/decoder/0/pp_block/attn/qkv_proj/model_weight_pp-rank-0-of-1_tp-rank-4-of-8.safetensors +3 -0
  17. 70000/model/model/decoder/0/pp_block/attn/qkv_proj/model_weight_pp-rank-0-of-1_tp-rank-5-of-8.safetensors +3 -0
  18. 70000/model/model/decoder/0/pp_block/attn/qkv_proj/model_weight_pp-rank-0-of-1_tp-rank-6-of-8.safetensors +3 -0
  19. 70000/model/model/decoder/0/pp_block/attn/qkv_proj/model_weight_pp-rank-0-of-1_tp-rank-7-of-8.safetensors +3 -0
  20. 70000/model/model/decoder/0/pp_block/input_layernorm/model_weight.safetensors +3 -0
  21. 70000/model/model/decoder/0/pp_block/mlp/down_proj/model_weight_pp-rank-0-of-1_tp-rank-0-of-8.safetensors +3 -0
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  23. 70000/model/model/decoder/0/pp_block/mlp/down_proj/model_weight_pp-rank-0-of-1_tp-rank-2-of-8.safetensors +3 -0
  24. 70000/model/model/decoder/0/pp_block/mlp/down_proj/model_weight_pp-rank-0-of-1_tp-rank-3-of-8.safetensors +3 -0
  25. 70000/model/model/decoder/0/pp_block/mlp/down_proj/model_weight_pp-rank-0-of-1_tp-rank-4-of-8.safetensors +3 -0
  26. 70000/model/model/decoder/0/pp_block/mlp/down_proj/model_weight_pp-rank-0-of-1_tp-rank-5-of-8.safetensors +3 -0
  27. 70000/model/model/decoder/0/pp_block/mlp/down_proj/model_weight_pp-rank-0-of-1_tp-rank-6-of-8.safetensors +3 -0
  28. 70000/model/model/decoder/0/pp_block/mlp/down_proj/model_weight_pp-rank-0-of-1_tp-rank-7-of-8.safetensors +3 -0
  29. 70000/model/model/decoder/0/pp_block/mlp/gate_up_proj/model_weight_pp-rank-0-of-1_tp-rank-0-of-8.safetensors +3 -0
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  31. 70000/model/model/decoder/0/pp_block/mlp/gate_up_proj/model_weight_pp-rank-0-of-1_tp-rank-2-of-8.safetensors +3 -0
  32. 70000/model/model/decoder/0/pp_block/mlp/gate_up_proj/model_weight_pp-rank-0-of-1_tp-rank-3-of-8.safetensors +3 -0
  33. 70000/model/model/decoder/0/pp_block/mlp/gate_up_proj/model_weight_pp-rank-0-of-1_tp-rank-4-of-8.safetensors +3 -0
  34. 70000/model/model/decoder/0/pp_block/mlp/gate_up_proj/model_weight_pp-rank-0-of-1_tp-rank-5-of-8.safetensors +3 -0
  35. 70000/model/model/decoder/0/pp_block/mlp/gate_up_proj/model_weight_pp-rank-0-of-1_tp-rank-6-of-8.safetensors +3 -0
  36. 70000/model/model/decoder/0/pp_block/mlp/gate_up_proj/model_weight_pp-rank-0-of-1_tp-rank-7-of-8.safetensors +3 -0
  37. 70000/model/model/decoder/0/pp_block/post_attention_layernorm/model_weight.safetensors +3 -0
  38. 70000/model/model/decoder/1/pp_block/attn/o_proj/model_weight_pp-rank-0-of-1_tp-rank-0-of-8.safetensors +3 -0
  39. 70000/model/model/decoder/1/pp_block/attn/o_proj/model_weight_pp-rank-0-of-1_tp-rank-1-of-8.safetensors +3 -0
  40. 70000/model/model/decoder/1/pp_block/attn/o_proj/model_weight_pp-rank-0-of-1_tp-rank-2-of-8.safetensors +3 -0
  41. 70000/model/model/decoder/1/pp_block/attn/o_proj/model_weight_pp-rank-0-of-1_tp-rank-3-of-8.safetensors +3 -0
  42. 70000/model/model/decoder/1/pp_block/attn/o_proj/model_weight_pp-rank-0-of-1_tp-rank-4-of-8.safetensors +3 -0
  43. 70000/model/model/decoder/1/pp_block/attn/o_proj/model_weight_pp-rank-0-of-1_tp-rank-5-of-8.safetensors +3 -0
  44. 70000/model/model/decoder/1/pp_block/attn/o_proj/model_weight_pp-rank-0-of-1_tp-rank-6-of-8.safetensors +3 -0
  45. 70000/model/model/decoder/1/pp_block/attn/o_proj/model_weight_pp-rank-0-of-1_tp-rank-7-of-8.safetensors +3 -0
  46. 70000/model/model/decoder/1/pp_block/attn/qkv_proj/model_weight_pp-rank-0-of-1_tp-rank-0-of-8.safetensors +3 -0
  47. 70000/model/model/decoder/1/pp_block/attn/qkv_proj/model_weight_pp-rank-0-of-1_tp-rank-1-of-8.safetensors +3 -0
  48. 70000/model/model/decoder/1/pp_block/attn/qkv_proj/model_weight_pp-rank-0-of-1_tp-rank-2-of-8.safetensors +3 -0
  49. 70000/model/model/decoder/1/pp_block/attn/qkv_proj/model_weight_pp-rank-0-of-1_tp-rank-3-of-8.safetensors +3 -0
  50. 70000/model/model/decoder/1/pp_block/attn/qkv_proj/model_weight_pp-rank-0-of-1_tp-rank-4-of-8.safetensors +3 -0
70000/checkpoint_metadata.json ADDED
@@ -0,0 +1,9 @@
 
 
 
 
 
 
 
 
 
 
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+ {
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+ "dp": 8,
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+ "metas": {
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+ "consumed_train_samples": 35840000,
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+ "last_train_step": 70000
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+ },
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+ "tp": 8,
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+ "version": "1.2"
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+ }
70000/config.yaml ADDED
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+ checkpoints:
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+ checkpoint_interval: 1000
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+ checkpoints_path: /fsx/phuc/checkpoints/doremi/big-run-02/reference-2.8b-llama
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+ checkpoints_path_is_shared_file_system: true
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+ resume_checkpoint_path: null
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+ save_initial_state: false
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+ data:
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+ dataset:
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+ dataset_overwrite_cache: false
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+ dataset_processing_num_proc_per_process: 1
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+ hf_dataset_config_name: null
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+ hf_dataset_or_datasets: /fsx/phuc/project_data/doremi/datasets/the_pile_raw/tokenized_data/train
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+ hf_dataset_splits: train
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+ text_column_name: text
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+ num_loading_workers: 1
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+ seed: 42
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+ doremi:
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+ domain_names:
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+ - Pile-CC
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+ - Github
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+ - OpenWebText2
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+ - StackExchange
23
+ - Wikipedia (en)
24
+ - PubMed Abstracts
25
+ - USPTO Backgrounds
26
+ - FreeLaw
27
+ - PubMed Central
28
+ - Enron Emails
29
+ - HackerNews
30
+ - NIH ExPorter
31
+ - Books3
32
+ - ArXiv
33
+ - DM Mathematics
34
+ - OpenSubtitles
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+ - Gutenberg (PG-19)
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+ - Ubuntu IRC
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+ - BookCorpus2
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+ - EuroParl
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+ - YoutubeSubtitles
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+ - PhilPapers
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+ domain_weights: null
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+ ref_model_checkpoint_path: null
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+ ref_model_resume_checkpoint_path: null
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+ general:
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+ benchmark_csv_path: null
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+ consumed_train_samples: 35840000
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+ ignore_sanity_checks: true
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+ project: nanotron
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+ run: train_2.8b_llama_reference
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+ seed: 42
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+ step: 70000
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+ logging:
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+ iteration_step_info_interval: 1
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+ log_level: info
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+ log_level_replica: info
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+ model:
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+ ddp_bucket_cap_mb: 120
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+ dtype: bfloat16
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+ init_method:
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+ std: 0.025
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+ make_vocab_size_divisible_by: 1
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+ model_config:
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+ bos_token_id: 1
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+ eos_token_id: 2
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+ hidden_act: silu
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+ hidden_size: 4096
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+ initializer_range: 0.02
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+ intermediate_size: 24576
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+ is_llama_config: true
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+ max_position_embeddings: 1024
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+ num_attention_heads: 32
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+ num_hidden_layers: 6
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+ num_key_value_heads: 16
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+ pad_token_id: null
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+ pretraining_tp: 1
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+ rms_norm_eps: 1.0e-05
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+ rope_scaling: null
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+ tie_word_embeddings: true
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+ use_cache: true
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+ vocab_size: 49152
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+ optimizer:
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+ accumulate_grad_in_fp32: true
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+ adam_beta1: 0.9
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+ adam_beta2: 0.95
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+ adam_eps: 1.0e-08
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+ clip_grad: 1.0
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+ learning_rate_scheduler:
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+ learning_rate: 0.0003
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+ lr_decay_steps: 8
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+ lr_decay_style: cosine
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+ lr_warmup_steps: 2
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+ lr_warmup_style: linear
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+ min_decay_lr: 1.0e-05
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+ torch_adam_is_fused: true
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+ weight_decay: 0.01
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+ zero_stage: 0
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+ parallelism:
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+ dp: 8
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+ pp: 1
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+ pp_engine: 1f1b
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+ recompute_granularity: SELECTIVE
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+ tp: 8
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+ tp_linear_async_communication: true
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+ tp_mode: REDUCE_SCATTER
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+ profiler: null
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+ tokenizer:
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+ tokenizer_max_length: null
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+ tokenizer_name_or_path: gpt2
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+ tokenizer_revision: null
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+ tokens:
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+ batch_accumulation_per_replica: 1
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+ limit_test_batches: 0
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+ limit_val_batches: 1
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+ micro_batch_size: 64
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+ sequence_length: 1024
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+ train_steps: 70000
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+ val_check_interval: 2
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