Create stage2_8T_9T.yaml
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        stage2_8T_9T.yaml
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| 1 | 
            +
            checkpoints:
         | 
| 2 | 
            +
              checkpoint_interval: 2000
         | 
| 3 | 
            +
              checkpoints_path: /scratch/loubna-checkpoints-stage2
         | 
| 4 | 
            +
              checkpoints_path_is_shared_file_system: false
         | 
| 5 | 
            +
              load_lr_scheduler: true
         | 
| 6 | 
            +
              load_optimizer: true
         | 
| 7 | 
            +
              resume_checkpoint_path: s3://smollm3/tp-fix-final-pre-training/1205-48n-part1-fix/3450000
         | 
| 8 | 
            +
              save_final_state: true
         | 
| 9 | 
            +
              save_initial_state: false
         | 
| 10 | 
            +
            data_stages:
         | 
| 11 | 
            +
            - data:
         | 
| 12 | 
            +
                dataset:
         | 
| 13 | 
            +
                  dataset_read_path:
         | 
| 14 | 
            +
                  - /scratch/smollm3-data-part1/fineweb-edu
         | 
| 15 | 
            +
                  - /scratch/smollm3-data-part1/dclm
         | 
| 16 | 
            +
                  - /scratch/smollm3-data-part1/pes2o
         | 
| 17 | 
            +
                  - /scratch/smollm3-data-part1/wiki
         | 
| 18 | 
            +
                  - /scratch/smollm3-data-part1/stackexchange
         | 
| 19 | 
            +
                  - /scratch/smollm3-data-part1/fw2-fra
         | 
| 20 | 
            +
                  - /scratch/smollm3-data-part1/fw2-spa
         | 
| 21 | 
            +
                  - /scratch/smollm3-data-part1/fw2-deu
         | 
| 22 | 
            +
                  - /scratch/smollm3-data-part1/fw2-ita
         | 
| 23 | 
            +
                  - /scratch/smollm3-data-part1/fw2-por
         | 
| 24 | 
            +
                  - /scratch/smollm3-data-part1/fw2-cmn
         | 
| 25 | 
            +
                  - /scratch/smollm3-data-part1/fw2-rus
         | 
| 26 | 
            +
                  - /scratch/smollm3-data-part1/fw2-fas
         | 
| 27 | 
            +
                  - /scratch/smollm3-data-part1/fw2-jpn
         | 
| 28 | 
            +
                  - /scratch/smollm3-data-part1/fw2-kor
         | 
| 29 | 
            +
                  - /scratch/smollm3-data-part1/fw2-hin
         | 
| 30 | 
            +
                  - /scratch/smollm3-data-part1/fw2-tha
         | 
| 31 | 
            +
                  - /scratch/smollm3-data-part1/fw2-vie
         | 
| 32 | 
            +
                  - /scratch/smollm3-data-part1/fw2-ell
         | 
| 33 | 
            +
                  - /scratch/smollm3-data-part1/infiwebmath
         | 
| 34 | 
            +
                  - /scratch/smollm3-data-part1/finemath
         | 
| 35 | 
            +
                  - /scratch/smollm3-data-part1/stack-edu-Python
         | 
| 36 | 
            +
                  - /scratch/smollm3-data-part1/stack-edu-Java
         | 
| 37 | 
            +
                  - /scratch/smollm3-data-part1/stack-edu-JavaScript
         | 
| 38 | 
            +
                  - /scratch/smollm3-data-part1/stack-edu-C
         | 
| 39 | 
            +
                  - /scratch/smollm3-data-part1/stack-edu-Cpp
         | 
| 40 | 
            +
                  - /scratch/smollm3-data-part1/stack-edu-C-Sharp
         | 
| 41 | 
            +
                  - /scratch/smollm3-data-part1/stack-edu-PHP
         | 
| 42 | 
            +
                  - /scratch/smollm3-data-part1/stack-edu-TypeScript
         | 
| 43 | 
            +
                  - /scratch/smollm3-data-part1/stack-edu-Swift
         | 
| 44 | 
            +
                  - /scratch/smollm3-data-part1/stack-edu-SQL
         | 
| 45 | 
            +
                  - /scratch/smollm3-data-part1/stack-edu-Ruby
         | 
| 46 | 
            +
                  - /scratch/smollm3-data-part1/stack-edu-Markdown
         | 
| 47 | 
            +
                  - /scratch/smollm3-data-part1/stack-edu-HTML
         | 
| 48 | 
            +
                  - /scratch/smollm3-data-part1/stack-edu-Rust
         | 
| 49 | 
            +
                  - /scratch/smollm3-data-part1/stack-edu-Go
         | 
| 50 | 
            +
                  - /scratch/smollm3-data-part1/stack-edu-Shell
         | 
| 51 | 
            +
                  - /scratch/smollm3-data-part1/pull-requests
         | 
| 52 | 
            +
                  - /scratch/smollm3-data-part1/kaggle
         | 
| 53 | 
            +
                  - /scratch/smollm3-data-part1/jupyter-scripts
         | 
| 54 | 
            +
                  - /scratch/smollm3-data-part1/github-issues
         | 
| 55 | 
            +
                  dataset_folder:
         | 
| 56 | 
            +
                  - s3://smollm3/datasets/llama_tokenized-global-chunks/fineweb-edu/fineweb-edu/
         | 
| 57 | 
            +
                  - s3://smollm3/datasets/llama_tokenized-global-chunks/dclm/dclm/
         | 
| 58 | 
            +
                  - s3://smollm3/datasets/llama_tokenized-individual-chunks/pes2o/
         | 
| 59 | 
            +
                  - s3://smollm3/datasets/llama_tokenized-individual-chunks/wiki/
         | 
| 60 | 
            +
                  - s3://smollm3/datasets/llama_tokenized-individual-chunks/stackexchange/
         | 
| 61 | 
            +
                  - s3://smollm3/datasets/llama_tokenized-individual-chunks/fw2-fra/
         | 
| 62 | 
            +
                  - s3://smollm3/datasets/llama_tokenized-individual-chunks/fw2-spa/
         | 
| 63 | 
            +
                  - s3://smollm3/datasets/llama_tokenized-individual-chunks/fw2-deu/
         | 
| 64 | 
            +
                  - s3://smollm3/datasets/llama_tokenized-individual-chunks/fw2-ita/
         | 
| 65 | 
            +
                  - s3://smollm3/datasets/llama_tokenized-individual-chunks/fw2-por/
         | 
| 66 | 
            +
                  - s3://smollm3/datasets/llama_tokenized-individual-chunks/fw2-cmn/
         | 
| 67 | 
            +
                  - s3://smollm3/datasets/llama_tokenized-individual-chunks/fw2-rus/
         | 
| 68 | 
            +
                  - s3://smollm3/datasets/llama_tokenized-individual-chunks/fw2-fas/
         | 
| 69 | 
            +
                  - s3://smollm3/datasets/llama_tokenized-individual-chunks/fw2-jpn/
         | 
| 70 | 
            +
                  - s3://smollm3/datasets/llama_tokenized-individual-chunks/fw2-kor/
         | 
| 71 | 
            +
                  - s3://smollm3/datasets/llama_tokenized-individual-chunks/fw2-hin/
         | 
| 72 | 
            +
                  - s3://smollm3/datasets/llama_tokenized-individual-chunks/fw2-tha/
         | 
| 73 | 
            +
                  - s3://smollm3/datasets/llama_tokenized-individual-chunks/fw2-vie/
         | 
| 74 | 
            +
                  - s3://smollm3/datasets/llama_tokenized-individual-chunks/fw2-ell/
         | 
| 75 | 
            +
                  - s3://smollm3/datasets/llama_tokenized-individual-chunks/infiwebmath/
         | 
| 76 | 
            +
                  - s3://smollm3/datasets/llama_tokenized-individual-chunks/finemath/
         | 
| 77 | 
            +
                  - s3://smollm3/datasets/llama_tokenized-individual-chunks/stack-edu-Python/
         | 
| 78 | 
            +
                  - s3://smollm3/datasets/llama_tokenized-individual-chunks/stack-edu-Java/
         | 
| 79 | 
            +
                  - s3://smollm3/datasets/llama_tokenized-individual-chunks/stack-edu-JavaScript/
         | 
| 80 | 
            +
                  - s3://smollm3/datasets/llama_tokenized-individual-chunks/stack-edu-C/
         | 
| 81 | 
            +
                  - s3://smollm3/datasets/llama_tokenized-individual-chunks/stack-edu-Cpp/
         | 
| 82 | 
            +
                  - s3://smollm3/datasets/llama_tokenized-individual-chunks/stack-edu-C-Sharp/
         | 
| 83 | 
            +
                  - s3://smollm3/datasets/llama_tokenized-individual-chunks/stack-edu-PHP/
         | 
| 84 | 
            +
                  - s3://smollm3/datasets/llama_tokenized-individual-chunks/stack-edu-TypeScript/
         | 
| 85 | 
            +
                  - s3://smollm3/datasets/llama_tokenized-individual-chunks/stack-edu-Swift/
         | 
| 86 | 
            +
                  - s3://smollm3/datasets/llama_tokenized-individual-chunks/stack-edu-SQL/
         | 
| 87 | 
            +
                  - s3://smollm3/datasets/llama_tokenized-individual-chunks/stack-edu-Ruby/
         | 
| 88 | 
            +
                  - s3://smollm3/datasets/llama_tokenized-individual-chunks/stack-edu-Markdown/
         | 
| 89 | 
            +
                  - s3://smollm3/datasets/llama_tokenized-individual-chunks/stack-edu-HTML/
         | 
| 90 | 
            +
                  - s3://smollm3/datasets/llama_tokenized-individual-chunks/stack-edu-Rust/
         | 
| 91 | 
            +
                  - s3://smollm3/datasets/llama_tokenized-individual-chunks/stack-edu-Go/
         | 
| 92 | 
            +
                  - s3://smollm3/datasets/llama_tokenized-individual-chunks/stack-edu-Shell/
         | 
| 93 | 
            +
                  - s3://smollm3/datasets/llama_tokenized-individual-chunks/pull-requests/
         | 
| 94 | 
            +
                  - s3://smollm3/datasets/llama_tokenized-individual-chunks/kaggle/
         | 
| 95 | 
            +
                  - s3://smollm3/datasets/llama_tokenized-individual-chunks/jupyter-scripts/
         | 
| 96 | 
            +
                  - s3://smollm3/datasets/llama_tokenized-individual-chunks/github-issues/
         | 
| 97 | 
            +
                  dataset_weights:
         | 
| 98 | 
            +
                  - 0.333
         | 
| 99 | 
            +
                  - 0.37
         | 
| 100 | 
            +
                  - 0.02
         | 
| 101 | 
            +
                  - 0.001
         | 
| 102 | 
            +
                  - 0.004
         | 
| 103 | 
            +
                  - 0.016
         | 
| 104 | 
            +
                  - 0.02
         | 
| 105 | 
            +
                  - 0.022
         | 
| 106 | 
            +
                  - 0.0105
         | 
| 107 | 
            +
                  - 0.01
         | 
| 108 | 
            +
                  - 0.01
         | 
| 109 | 
            +
                  - 0.01
         | 
| 110 | 
            +
                  - 0.003
         | 
| 111 | 
            +
                  - 0.00325
         | 
| 112 | 
            +
                  - 0.00325
         | 
| 113 | 
            +
                  - 0.00325
         | 
| 114 | 
            +
                  - 0.00325
         | 
| 115 | 
            +
                  - 0.00325
         | 
| 116 | 
            +
                  - 0.00225
         | 
| 117 | 
            +
                  - 0.01 
         | 
| 118 | 
            +
                  - 0.017
         | 
| 119 | 
            +
                  - 0.025
         | 
| 120 | 
            +
                  - 0.013
         | 
| 121 | 
            +
                  - 0.013
         | 
| 122 | 
            +
                  - 0.007
         | 
| 123 | 
            +
                  - 0.018
         | 
| 124 | 
            +
                  - 0.006
         | 
| 125 | 
            +
                  - 0.006
         | 
| 126 | 
            +
                  - 0.003
         | 
| 127 | 
            +
                  - 0.001
         | 
| 128 | 
            +
                  - 0.004
         | 
| 129 | 
            +
                  - 0.0008
         | 
| 130 | 
            +
                  - 0.005
         | 
| 131 | 
            +
                  - 0.006
         | 
| 132 | 
            +
                  - 0.0008
         | 
| 133 | 
            +
                  - 0.0005
         | 
| 134 | 
            +
                  - 0.0007
         | 
| 135 | 
            +
                  - 0.006
         | 
| 136 | 
            +
                  - 0.0005
         | 
| 137 | 
            +
                  - 0.0055
         | 
| 138 | 
            +
                  - 0.0032
         | 
| 139 | 
            +
                  pad_samples_to_global_batch_size: false
         | 
| 140 | 
            +
                  return_positions: true
         | 
| 141 | 
            +
                  token_size_in_bytes: 4
         | 
| 142 | 
            +
                  tokenizer_name: meta-llama/Llama-3.2-1B
         | 
| 143 | 
            +
                  use_old_brrr_dataloader: false
         | 
| 144 | 
            +
                  vocab_size: 128256
         | 
| 145 | 
            +
                num_loading_workers: 0
         | 
| 146 | 
            +
                seed: 6
         | 
| 147 | 
            +
              name: stable
         | 
| 148 | 
            +
              start_training_step: 1
         | 
| 149 | 
            +
            - data:
         | 
| 150 | 
            +
                dataset:
         | 
| 151 | 
            +
                  dataset_read_path: # replace some programming languages with stack-edu-real, add finemath4+ and infiwebmath4+ and MegaMath, donwsample some sources like SE
         | 
| 152 | 
            +
                  - /scratch/smollm3-data-part1/fineweb-edu
         | 
| 153 | 
            +
                  - /scratch/smollm3-data-part1/dclm
         | 
| 154 | 
            +
                  - /scratch/smollm3-data-part1/pes2o
         | 
| 155 | 
            +
                  - /scratch/smollm3-data-part1/wiki
         | 
| 156 | 
            +
                  - /scratch/smollm3-data-part1/stackexchange
         | 
| 157 | 
            +
                  - /scratch/smollm3-data-part1/fw2-fra
         | 
| 158 | 
            +
                  - /scratch/smollm3-data-part1/fw2-spa
         | 
| 159 | 
            +
                  - /scratch/smollm3-data-part1/fw2-deu
         | 
| 160 | 
            +
                  - /scratch/smollm3-data-part1/fw2-ita
         | 
| 161 | 
            +
                  - /scratch/smollm3-data-part1/fw2-por
         | 
| 162 | 
            +
                  - /scratch/smollm3-data-part1/fw2-cmn
         | 
| 163 | 
            +
                  - /scratch/smollm3-data-part1/fw2-rus
         | 
| 164 | 
            +
                  - /scratch/smollm3-data-part1/fw2-fas
         | 
| 165 | 
            +
                  - /scratch/smollm3-data-part1/fw2-jpn
         | 
| 166 | 
            +
                  - /scratch/smollm3-data-part1/fw2-kor
         | 
| 167 | 
            +
                  - /scratch/smollm3-data-part1/fw2-hin
         | 
| 168 | 
            +
                  - /scratch/smollm3-data-part1/fw2-tha
         | 
| 169 | 
            +
                  - /scratch/smollm3-data-part1/fw2-vie
         | 
| 170 | 
            +
                  - /scratch/smollm3-data-part1/fw2-ell
         | 
| 171 | 
            +
                  - /scratch/smollm3-data-part1/infiwebmath
         | 
| 172 | 
            +
                  - /scratch/smollm3-data-part1/finemath
         | 
| 173 | 
            +
                  - /scratch/smollm3-data-part1/infiwebmath-4plus
         | 
| 174 | 
            +
                  - /scratch/smollm3-data-part1/finemath-4plus
         | 
| 175 | 
            +
                  - /scratch/smollm3-data-part1/megamath-web-pro
         | 
| 176 | 
            +
                  - /scratch/smollm3-data-part1/megamath-qa-qwen
         | 
| 177 | 
            +
                  - /scratch/smollm3-data-part1/megamath-text-code-block
         | 
| 178 | 
            +
                  - /scratch/smollm3-data-part1/stack-edu-real-shuffled-Python
         | 
| 179 | 
            +
                  - /scratch/smollm3-data-part1/stack-edu-real-shuffled-Java
         | 
| 180 | 
            +
                  - /scratch/smollm3-data-part1/stack-edu-real-shuffled-JavaScript
         | 
| 181 | 
            +
                  - /scratch/smollm3-data-part1/stack-edu-real-shuffled-C
         | 
| 182 | 
            +
                  - /scratch/smollm3-data-part1/stack-edu-real-shuffled-Cpp
         | 
| 183 | 
            +
                  - /scratch/smollm3-data-part1/stack-edu-real-shuffled-C-Sharp
         | 
| 184 | 
            +
                  - /scratch/smollm3-data-part1/stack-edu-real-shuffled-PHP
         | 
| 185 | 
            +
                  - /scratch/smollm3-data-part1/stack-edu-TypeScript
         | 
| 186 | 
            +
                  - /scratch/smollm3-data-part1/stack-edu-Swift
         | 
| 187 | 
            +
                  - /scratch/smollm3-data-part1/stack-edu-real-shuffled-SQL
         | 
| 188 | 
            +
                  - /scratch/smollm3-data-part1/stack-edu-Ruby
         | 
| 189 | 
            +
                  - /scratch/smollm3-data-part1/stack-edu-real-shuffled-Markdown
         | 
| 190 | 
            +
                  - /scratch/smollm3-data-part1/stack-edu-HTML
         | 
| 191 | 
            +
                  - /scratch/smollm3-data-part1/stack-edu-Rust
         | 
| 192 | 
            +
                  - /scratch/smollm3-data-part1/stack-edu-Go
         | 
| 193 | 
            +
                  - /scratch/smollm3-data-part1/stack-edu-Shell
         | 
| 194 | 
            +
                  - /scratch/smollm3-data-part1/pull-requests
         | 
| 195 | 
            +
                  - /scratch/smollm3-data-part1/kaggle
         | 
| 196 | 
            +
                  - /scratch/smollm3-data-part1/jupyter-scripts
         | 
| 197 | 
            +
                  - /scratch/smollm3-data-part1/github-issues
         | 
| 198 | 
            +
                  dataset_folder:
         | 
| 199 | 
            +
                  - s3://smollm3/datasets/llama_tokenized-global-chunks/fineweb-edu/fineweb-edu/
         | 
| 200 | 
            +
                  - s3://smollm3/datasets/llama_tokenized-global-chunks/dclm/dclm/
         | 
| 201 | 
            +
                  - s3://smollm3/datasets/llama_tokenized-individual-chunks/pes2o/
         | 
| 202 | 
            +
                  - s3://smollm3/datasets/llama_tokenized-individual-chunks/wiki/
         | 
| 203 | 
            +
                  - s3://smollm3/datasets/llama_tokenized-individual-chunks/stackexchange/
         | 
| 204 | 
            +
                  - s3://smollm3/datasets/llama_tokenized-individual-chunks/fw2-fra/
         | 
| 205 | 
            +
                  - s3://smollm3/datasets/llama_tokenized-individual-chunks/fw2-spa/
         | 
| 206 | 
            +
                  - s3://smollm3/datasets/llama_tokenized-individual-chunks/fw2-deu/
         | 
| 207 | 
            +
                  - s3://smollm3/datasets/llama_tokenized-individual-chunks/fw2-ita/
         | 
| 208 | 
            +
                  - s3://smollm3/datasets/llama_tokenized-individual-chunks/fw2-por/
         | 
| 209 | 
            +
                  - s3://smollm3/datasets/llama_tokenized-individual-chunks/fw2-cmn/
         | 
| 210 | 
            +
                  - s3://smollm3/datasets/llama_tokenized-individual-chunks/fw2-rus/
         | 
| 211 | 
            +
                  - s3://smollm3/datasets/llama_tokenized-individual-chunks/fw2-fas/
         | 
| 212 | 
            +
                  - s3://smollm3/datasets/llama_tokenized-individual-chunks/fw2-jpn/
         | 
| 213 | 
            +
                  - s3://smollm3/datasets/llama_tokenized-individual-chunks/fw2-kor/
         | 
| 214 | 
            +
                  - s3://smollm3/datasets/llama_tokenized-individual-chunks/fw2-hin/
         | 
| 215 | 
            +
                  - s3://smollm3/datasets/llama_tokenized-individual-chunks/fw2-tha/
         | 
| 216 | 
            +
                  - s3://smollm3/datasets/llama_tokenized-individual-chunks/fw2-vie/
         | 
| 217 | 
            +
                  - s3://smollm3/datasets/llama_tokenized-individual-chunks/fw2-ell/
         | 
| 218 | 
            +
                  - s3://smollm3/datasets/llama_tokenized-individual-chunks/infiwebmath/
         | 
| 219 | 
            +
                  - s3://smollm3/datasets/llama_tokenized-individual-chunks/finemath/
         | 
| 220 | 
            +
                  - s3://smollm3/datasets/llama_tokenized-individual-chunks/infiwebmath-4plus/
         | 
| 221 | 
            +
                  - s3://smollm3/datasets/llama_tokenized-individual-chunks/finemath-4plus/
         | 
| 222 | 
            +
                  - s3://smollm3/datasets/llama_tokenized_4097/megamath-web-pro/standard/
         | 
| 223 | 
            +
                  - s3://smollm3/datasets/llama_tokenized_4097/megamath-qa-qwen/standard/
         | 
| 224 | 
            +
                  - s3://smollm3/datasets/llama_tokenized_4097/megamath-text-code-block/tokenized/
         | 
| 225 | 
            +
                  - s3://smollm3/datasets/llama_tokenized-individual-chunks/stack-edu-real-shuffled-Python/
         | 
| 226 | 
            +
                  - s3://smollm3/datasets/llama_tokenized-individual-chunks/stack-edu-real-shuffled-Java/
         | 
| 227 | 
            +
                  - s3://smollm3/datasets/llama_tokenized-individual-chunks/stack-edu-real-shuffled-JavaScript/
         | 
| 228 | 
            +
                  - s3://smollm3/datasets/llama_tokenized-individual-chunks/stack-edu-real-shuffled-C/
         | 
| 229 | 
            +
                  - s3://smollm3/datasets/llama_tokenized-individual-chunks/stack-edu-real-shuffled-Cpp/
         | 
| 230 | 
            +
                  - s3://smollm3/datasets/llama_tokenized-individual-chunks/stack-edu-real-shuffled-C-Sharp/
         | 
| 231 | 
            +
                  - s3://smollm3/datasets/llama_tokenized-individual-chunks/stack-edu-real-shuffled-PHP/
         | 
| 232 | 
            +
                  - s3://smollm3/datasets/llama_tokenized-individual-chunks/stack-edu-TypeScript/
         | 
| 233 | 
            +
                  - s3://smollm3/datasets/llama_tokenized-individual-chunks/stack-edu-Swift/
         | 
| 234 | 
            +
                  - s3://smollm3/datasets/llama_tokenized-individual-chunks/stack-edu-real-shuffled-SQL/
         | 
| 235 | 
            +
                  - s3://smollm3/datasets/llama_tokenized-individual-chunks/stack-edu-Ruby/
         | 
| 236 | 
            +
                  - s3://smollm3/datasets/llama_tokenized-individual-chunks/stack-edu-real-shuffled-Markdown/
         | 
| 237 | 
            +
                  - s3://smollm3/datasets/llama_tokenized-individual-chunks/stack-edu-HTML/
         | 
| 238 | 
            +
                  - s3://smollm3/datasets/llama_tokenized-individual-chunks/stack-edu-Rust/
         | 
| 239 | 
            +
                  - s3://smollm3/datasets/llama_tokenized-individual-chunks/stack-edu-Go/
         | 
| 240 | 
            +
                  - s3://smollm3/datasets/llama_tokenized-individual-chunks/stack-edu-Shell/
         | 
| 241 | 
            +
                  - s3://smollm3/datasets/llama_tokenized-individual-chunks/pull-requests/
         | 
| 242 | 
            +
                  - s3://smollm3/datasets/llama_tokenized-individual-chunks/kaggle/
         | 
| 243 | 
            +
                  - s3://smollm3/datasets/llama_tokenized-individual-chunks/jupyter-scripts/
         | 
| 244 | 
            +
                  - s3://smollm3/datasets/llama_tokenized-individual-chunks/github-issues/
         | 
| 245 | 
            +
                  dataset_weights:
         | 
| 246 | 
            +
                  - 0.30
         | 
| 247 | 
            +
                  - 0.33
         | 
| 248 | 
            +
                  - 0.016
         | 
| 249 | 
            +
                  - 0.001
         | 
| 250 | 
            +
                  - 0.002
         | 
| 251 | 
            +
                  - 0.016
         | 
| 252 | 
            +
                  - 0.02
         | 
| 253 | 
            +
                  - 0.0232
         | 
| 254 | 
            +
                  - 0.0105
         | 
| 255 | 
            +
                  - 0.01
         | 
| 256 | 
            +
                  - 0.01
         | 
| 257 | 
            +
                  - 0.01
         | 
| 258 | 
            +
                  - 0.002
         | 
| 259 | 
            +
                  - 0.00325
         | 
| 260 | 
            +
                  - 0.00325
         | 
| 261 | 
            +
                  - 0.00325
         | 
| 262 | 
            +
                  - 0.00325
         | 
| 263 | 
            +
                  - 0.00005 # downsample viet, too many epochs
         | 
| 264 | 
            +
                  - 0.00225
         | 
| 265 | 
            +
                  - 0.01 # update infiwebmath3+
         | 
| 266 | 
            +
                  - 0.01 # update finemath3+
         | 
| 267 | 
            +
                  - 0.01 # add infiwebmath4+
         | 
| 268 | 
            +
                  - 0.02 # add finemath4+
         | 
| 269 | 
            +
                  - 0.02 # add MegamathWeb-Pro
         | 
| 270 | 
            +
                  - 0.0008 # MegaMathQA-Qwen
         | 
| 271 | 
            +
                  - 0.02 # add MegaMath-Text-Code
         | 
| 272 | 
            +
                  - 0.025 # add stack-edu-real-shuffled-Python
         | 
| 273 | 
            +
                  - 0.01725 # Java
         | 
| 274 | 
            +
                  - 0.01625 # JS
         | 
| 275 | 
            +
                  - 0.007 # C
         | 
| 276 | 
            +
                  - 0.018 # add stack-edu-real-shuffled-Cpp
         | 
| 277 | 
            +
                  - 0.006 # C#
         | 
| 278 | 
            +
                  - 0.004 # PHP
         | 
| 279 | 
            +
                  - 0.003 # TS
         | 
| 280 | 
            +
                  - 0.001  # Swift
         | 
| 281 | 
            +
                  - 0.006 # SQL
         | 
| 282 | 
            +
                  - 0.0002 # Ruby
         | 
| 283 | 
            +
                  - 0.00611 # Md
         | 
| 284 | 
            +
                  - 0.00614 # HTML
         | 
| 285 | 
            +
                  - 0.0008 # Rust
         | 
| 286 | 
            +
                  - 0.0005 # Go
         | 
| 287 | 
            +
                  - 0.0001 # Shell
         | 
| 288 | 
            +
                  - 0.0114 # PRs
         | 
| 289 | 
            +
                  - 0.0005 # kaggle
         | 
| 290 | 
            +
                  - 0.01 # notebooks
         | 
| 291 | 
            +
                  - 0.004 # issues
         | 
| 292 | 
            +
                  pad_samples_to_global_batch_size: false
         | 
| 293 | 
            +
                  return_positions: true
         | 
| 294 | 
            +
                  token_size_in_bytes: 4
         | 
| 295 | 
            +
                  tokenizer_name: meta-llama/Llama-3.2-1B
         | 
| 296 | 
            +
                  use_old_brrr_dataloader: false
         | 
| 297 | 
            +
                  vocab_size: 128256
         | 
| 298 | 
            +
                num_loading_workers: 0
         | 
| 299 | 
            +
                seed: 6
         | 
| 300 | 
            +
              name: stable stage 2
         | 
| 301 | 
            +
              start_training_step: 3450001
         | 
| 302 | 
            +
            general:
         | 
| 303 | 
            +
              benchmark_csv_path: null
         | 
| 304 | 
            +
              consumed_train_samples: null
         | 
| 305 | 
            +
              ignore_sanity_checks: true
         | 
| 306 | 
            +
              project: smollm3-3B-final
         | 
| 307 | 
            +
              run: elie-48n-2105-stage2
         | 
| 308 | 
            +
              seed: 6
         | 
| 309 | 
            +
              step: null
         | 
| 310 | 
            +
            logging:
         | 
| 311 | 
            +
              iteration_step_info_interval: 1
         | 
| 312 | 
            +
              log_level: info
         | 
| 313 | 
            +
              log_level_replica: info
         | 
| 314 | 
            +
            model:
         | 
| 315 | 
            +
              ddp_bucket_cap_mb: 50
         | 
| 316 | 
            +
              dtype: bfloat16
         | 
| 317 | 
            +
              init_method:
         | 
| 318 | 
            +
                std: 0.02
         | 
| 319 | 
            +
              make_vocab_size_divisible_by: 1
         | 
| 320 | 
            +
              model_config:
         | 
| 321 | 
            +
                _attn_implementation: flash_attention_2
         | 
| 322 | 
            +
                _fused_rms_norm: true
         | 
| 323 | 
            +
                _fused_rotary_emb: true
         | 
| 324 | 
            +
                _use_doc_masking: true
         | 
| 325 | 
            +
                _use_qkv_packed: true
         | 
| 326 | 
            +
                attention_bias: false
         | 
| 327 | 
            +
                bos_token_id: 128000
         | 
| 328 | 
            +
                eos_token_id: 128001
         | 
| 329 | 
            +
                flex_attention_mask: null
         | 
| 330 | 
            +
                hidden_act: silu
         | 
| 331 | 
            +
                hidden_size: 2048
         | 
| 332 | 
            +
                initializer_range: 0.02
         | 
| 333 | 
            +
                intermediate_size: 11008
         | 
| 334 | 
            +
                is_qwen2_config: true
         | 
| 335 | 
            +
                max_position_embeddings: 4096
         | 
| 336 | 
            +
                moe_config: null
         | 
| 337 | 
            +
                num_attention_heads: 16
         | 
| 338 | 
            +
                num_hidden_layers: 36
         | 
| 339 | 
            +
                num_key_value_heads: 4
         | 
| 340 | 
            +
                pad_token_id: null
         | 
| 341 | 
            +
                pretraining_tp: 2
         | 
| 342 | 
            +
                rms_norm_eps: 1.0e-06
         | 
| 343 | 
            +
                rope_interleaved: false
         | 
| 344 | 
            +
                rope_scaling: null
         | 
| 345 | 
            +
                rope_theta: 50000.0
         | 
| 346 | 
            +
                sliding_window_size: null
         | 
| 347 | 
            +
                tie_word_embeddings: true
         | 
| 348 | 
            +
                use_cache: true
         | 
| 349 | 
            +
                vocab_size: 128256
         | 
| 350 | 
            +
                z_loss_coefficient: 1.0e-05
         | 
| 351 | 
            +
                z_loss_enabled: false
         | 
| 352 | 
            +
                no_rope_layer: 4
         | 
| 353 | 
            +
            optimizer:
         | 
| 354 | 
            +
              accumulate_grad_in_fp32: true
         | 
| 355 | 
            +
              clip_grad: 1.0
         | 
| 356 | 
            +
              learning_rate_scheduler:
         | 
| 357 | 
            +
                learning_rate: 0.0002
         | 
| 358 | 
            +
                lr_decay_starting_step: 4000000
         | 
| 359 | 
            +
                lr_decay_steps: 0
         | 
| 360 | 
            +
                lr_decay_style: linear
         | 
| 361 | 
            +
                lr_warmup_steps: 2000
         | 
| 362 | 
            +
                lr_warmup_style: linear
         | 
| 363 | 
            +
                min_decay_lr: 0
         | 
| 364 | 
            +
              optimizer_factory:
         | 
| 365 | 
            +
                adam_beta1: 0.9
         | 
| 366 | 
            +
                adam_beta2: 0.95
         | 
| 367 | 
            +
                adam_eps: 1.0e-08
         | 
| 368 | 
            +
                name: adamW
         | 
| 369 | 
            +
                torch_adam_is_fused: true
         | 
| 370 | 
            +
              weight_decay: 0.1
         | 
| 371 | 
            +
              weight_decay_exclude_named_params:
         | 
| 372 | 
            +
              - .*token_embedding.*
         | 
| 373 | 
            +
              zero_stage: 0
         | 
| 374 | 
            +
            parallelism:
         | 
| 375 | 
            +
              context_parallel_size: 1
         | 
| 376 | 
            +
              dp: 192
         | 
| 377 | 
            +
              expert_parallel_size: 1
         | 
| 378 | 
            +
              moe_layer_recompute: false
         | 
| 379 | 
            +
              pp: 1
         | 
| 380 | 
            +
              pp_engine: 1f1b
         | 
| 381 | 
            +
              recompute_layer: false
         | 
| 382 | 
            +
              tp: 2
         | 
| 383 | 
            +
              tp_linear_async_communication: true
         | 
| 384 | 
            +
              tp_mode: REDUCE_SCATTER
         | 
| 385 | 
            +
              tp_recompute_allgather: true
         | 
| 386 | 
            +
            profiler: null
         | 
| 387 | 
            +
            s3_upload:
         | 
| 388 | 
            +
              remove_after_upload: true
         | 
| 389 | 
            +
              s5cmd_concurrency: 5
         | 
| 390 | 
            +
              s5cmd_numworkers: 16
         | 
| 391 | 
            +
              s5cmd_path: /fsx/loubna/.venv-2-6-cu124/bin/s5cmd
         | 
| 392 | 
            +
              upload_s3_path: s3://smollm3/tp-fix-final-pre-training/elie-2105-stage2
         | 
| 393 | 
            +
            tokenizer:
         | 
| 394 | 
            +
              tokenizer_max_length: 4096
         | 
| 395 | 
            +
              tokenizer_name_or_path: meta-llama/Llama-3.2-1B
         | 
| 396 | 
            +
              tokenizer_revision: null
         | 
| 397 | 
            +
            metrics_logging:
         | 
| 398 | 
            +
              log_level: 1
         | 
| 399 | 
            +
              log_detail_interval: 200
         | 
| 400 | 
            +
            tokens:
         | 
| 401 | 
            +
              batch_accumulation_per_replica: 1
         | 
| 402 | 
            +
              limit_test_batches: 0
         | 
| 403 | 
            +
              limit_val_batches: 0
         | 
| 404 | 
            +
              micro_batch_size: 3
         | 
| 405 | 
            +
              sequence_length: 4096
         | 
| 406 | 
            +
              train_steps: 4000000
         | 
| 407 | 
            +
              val_check_interval: 100
         | 
| 408 | 
            +
            lighteval:
         | 
| 409 | 
            +
              slurm_script_dir: "/fsx/loubna/projects_v2/smollm3/nanotron/ablations/eval_results/launch-config"  # Default path for launch scripts
         | 
| 410 | 
            +
              logs_path: "/fsx/loubna/projects_v2/smollm3/nanotron/ablations/eval_results/logs"  # Default path for evaluation logs
         | 
| 411 | 
            +
              local_checkpoint_dir: "/fsx/loubna/projects_v2/smollm3/nanotron/ablations/evals-ckpt"  # Default path for temporary checkpoint storage. Will store under {local_checkpoint_dir}/{run_name}/{step}
         | 
| 412 | 
            +
              nanotron_path: "/fsx/loubna/projects_v2/smollm3/nanotron"
         | 
| 413 | 
            +
              output_dir: "/fsx/loubna/projects_v2/smollm3/nanotron/ablations/eval_results/results"
         | 
| 414 | 
            +
              s3_save_path: "s3://smollm3/eval-prod"
         | 
| 415 | 
            +
              upload_to_wandb: true
         | 
| 416 | 
            +
              wandb_project: smollm3-3B-evals
         | 
| 417 | 
            +
              wandb_entity: huggingface
         | 
| 418 | 
            +
              parallelism:
         | 
| 419 | 
            +
                dp: 4
         | 
| 420 | 
            +
                pp: 1
         | 
| 421 | 
            +
                tp: 2
         | 
| 422 | 
            +
                tp_linear_async_communication: true
         | 
| 423 | 
            +
              batch_size: 8  # Optional batch size for evaluation
         | 
| 424 | 
            +
              eval_config_override: "/fsx/loubna/projects_v2/smollm3/nanotron/ablations/eval_configs/smollm3_eval.yaml"  # The evaluation config file to use
         | 
| 425 | 
            +
              eval_interval: 4000
         | 
| 426 | 
            +
              eval_interval_file: null
         | 
| 427 | 
            +
              slurm:
         | 
| 428 | 
            +
                gpus_per_node: 8
         | 
| 429 | 
            +
                partition: "hopper-prod"
         | 
| 430 | 
            +
                hf_cache: "/fsx/loubna/.cache/huggingface"
         | 
| 431 | 
            +
                cpus_per_task: 88
         | 
| 432 | 
            +
                qos: "normal"
         | 
| 433 | 
            +
                time: "01:59:00"
         | 
| 434 | 
            +
                reservation: smollm  # Optional reservation name, can be null
         | 

