Create stage3_9T_11T.yaml
Browse files- stage3_9T_11T.yaml +617 -0
stage3_9T_11T.yaml
ADDED
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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/loubna-2105-decay
|
| 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 |
+
- data:
|
| 303 |
+
dataset:
|
| 304 |
+
dataset_read_path: # replace some programming languages with stack-edu-real, add finemath4+ and infiwebmath4+ and MegaMath, donwsample some sources like SE
|
| 305 |
+
- /scratch/smollm3-data-part1/fineweb-edu
|
| 306 |
+
- /scratch/smollm3-data-part1/dclm
|
| 307 |
+
- /scratch/smollm3-data-part1/pes2o
|
| 308 |
+
- /scratch/smollm3-data-part1/wiki
|
| 309 |
+
- /scratch/smollm3-data-part1/multilingual_wiki
|
| 310 |
+
- /scratch/smollm3-data-part1/cosmopedia2
|
| 311 |
+
- /scratch/smollm3-data-part1/stackexchange
|
| 312 |
+
- /scratch/smollm3-data-part1/fw2-fra
|
| 313 |
+
- /scratch/smollm3-data-part1/fw2-spa
|
| 314 |
+
- /scratch/smollm3-data-part1/fw2-deu
|
| 315 |
+
- /scratch/smollm3-data-part1/fw2-ita
|
| 316 |
+
- /scratch/smollm3-data-part1/fw2-por
|
| 317 |
+
- /scratch/smollm3-data-part1/fw2-cmn
|
| 318 |
+
- /scratch/smollm3-data-part1/fw2-rus
|
| 319 |
+
- /scratch/smollm3-data-part1/fw2-fas
|
| 320 |
+
- /scratch/smollm3-data-part1/fw2-jpn
|
| 321 |
+
- /scratch/smollm3-data-part1/fw2-kor
|
| 322 |
+
- /scratch/smollm3-data-part1/fw2-hin
|
| 323 |
+
- /scratch/smollm3-data-part1/fw2-tha
|
| 324 |
+
- /scratch/smollm3-data-part1/fw2-vie
|
| 325 |
+
- /scratch/smollm3-data-part1/fw2-ell
|
| 326 |
+
- /scratch/smollm3-data-part1/infiwebmath
|
| 327 |
+
- /scratch/smollm3-data-part1/finemath
|
| 328 |
+
- /scratch/smollm3-data-part1/infiwebmath-4plus
|
| 329 |
+
- /scratch/smollm3-data-part1/finemath-4plus
|
| 330 |
+
- /scratch/smollm3-data-part1/megamath-web-pro
|
| 331 |
+
- /scratch/smollm3-data-part1/megamath-qa-qwen
|
| 332 |
+
- /scratch/smollm3-data-part1/megamath-text-code-block
|
| 333 |
+
- /scratch/smollm3-data-part1/stack-edu-real-shuffled-Python
|
| 334 |
+
- /scratch/smollm3-data-part1/stack-edu-real-shuffled-Java
|
| 335 |
+
- /scratch/smollm3-data-part1/stack-edu-real-shuffled-JavaScript
|
| 336 |
+
- /scratch/smollm3-data-part1/stack-edu-real-shuffled-C
|
| 337 |
+
- /scratch/smollm3-data-part1/stack-edu-real-shuffled-Cpp
|
| 338 |
+
- /scratch/smollm3-data-part1/stack-edu-real-shuffled-C-Sharp
|
| 339 |
+
- /scratch/smollm3-data-part1/stack-edu-real-shuffled-PHP
|
| 340 |
+
- /scratch/smollm3-data-part1/stack-edu-real-shuffled-TypeScript
|
| 341 |
+
- /scratch/smollm3-data-part1/stack-edu-real-shuffled-Swift
|
| 342 |
+
- /scratch/smollm3-data-part1/stack-edu-real-shuffled-SQL
|
| 343 |
+
- /scratch/smollm3-data-part1/stack-edu-real-shuffled-Ruby
|
| 344 |
+
- /scratch/smollm3-data-part1/stack-edu-real-shuffled-Markdown
|
| 345 |
+
- /scratch/smollm3-data-part1/stack-edu-HTML
|
| 346 |
+
- /scratch/smollm3-data-part1/stack-edu-real-shuffled-Rust
|
| 347 |
+
- /scratch/smollm3-data-part1/stack-edu-real-shuffled-Go
|
| 348 |
+
- /scratch/smollm3-data-part1/stack-edu-real-shuffled-Shell
|
| 349 |
+
- /scratch/smollm3-data-part1/pull-requests
|
| 350 |
+
- /scratch/smollm3-data-part1/kaggle
|
| 351 |
+
- /scratch/smollm3-data-part1/jupyter-scripts
|
| 352 |
+
- /scratch/smollm3-data-part1/github-issues
|
| 353 |
+
- /scratch/smollm3-data-part1/openmathinstruct-2
|
| 354 |
+
- /scratch/smollm3-data-part1/openmathreasoning-4k
|
| 355 |
+
- /scratch/smollm3-data-part1/open-codereasoning-4k
|
| 356 |
+
- /scratch/smollm3-data-part1/natural_reasoning
|
| 357 |
+
- /scratch/smollm3-data-part1/tiny-gsm-mind-problem-solving
|
| 358 |
+
- /scratch/smollm3-data-part1/tiny-gsm-mind-2students
|
| 359 |
+
- /scratch/smollm3-data-part1/dolmino_math_synth_gsm_gsm8k
|
| 360 |
+
- /scratch/smollm3-data-part1/dolmino_math_synth_basic
|
| 361 |
+
dataset_folder:
|
| 362 |
+
- s3://smollm3/datasets/llama_tokenized-global-chunks/fineweb-edu/fineweb-edu/
|
| 363 |
+
- s3://smollm3/datasets/llama_tokenized-global-chunks/dclm/dclm/
|
| 364 |
+
- s3://smollm3/datasets/llama_tokenized-individual-chunks/pes2o/
|
| 365 |
+
- s3://smollm3/datasets/llama_tokenized-individual-chunks/wiki/
|
| 366 |
+
- s3://smollm3/datasets/llama_tokenized_4097/mwiki/standard
|
| 367 |
+
- s3://smollm3/datasets/llama_tokenized_4097/cosmopedia2/tokenized/
|
| 368 |
+
- s3://smollm3/datasets/llama_tokenized-individual-chunks/stackexchange/
|
| 369 |
+
- s3://smollm3/datasets/llama_tokenized-individual-chunks/fw2-fra/
|
| 370 |
+
- s3://smollm3/datasets/llama_tokenized-individual-chunks/fw2-spa/
|
| 371 |
+
- s3://smollm3/datasets/llama_tokenized-individual-chunks/fw2-deu/
|
| 372 |
+
- s3://smollm3/datasets/llama_tokenized-individual-chunks/fw2-ita/
|
| 373 |
+
- s3://smollm3/datasets/llama_tokenized-individual-chunks/fw2-por/
|
| 374 |
+
- s3://smollm3/datasets/llama_tokenized-individual-chunks/fw2-cmn/
|
| 375 |
+
- s3://smollm3/datasets/llama_tokenized-individual-chunks/fw2-rus/
|
| 376 |
+
- s3://smollm3/datasets/llama_tokenized-individual-chunks/fw2-fas/
|
| 377 |
+
- s3://smollm3/datasets/llama_tokenized-individual-chunks/fw2-jpn/
|
| 378 |
+
- s3://smollm3/datasets/llama_tokenized-individual-chunks/fw2-kor/
|
| 379 |
+
- s3://smollm3/datasets/llama_tokenized-individual-chunks/fw2-hin/
|
| 380 |
+
- s3://smollm3/datasets/llama_tokenized-individual-chunks/fw2-tha/
|
| 381 |
+
- s3://smollm3/datasets/llama_tokenized-individual-chunks/fw2-vie/
|
| 382 |
+
- s3://smollm3/datasets/llama_tokenized-individual-chunks/fw2-ell/
|
| 383 |
+
- s3://smollm3/datasets/llama_tokenized-individual-chunks/infiwebmath/
|
| 384 |
+
- s3://smollm3/datasets/llama_tokenized-individual-chunks/finemath/
|
| 385 |
+
- s3://smollm3/datasets/llama_tokenized-individual-chunks/infiwebmath-4plus/
|
| 386 |
+
- s3://smollm3/datasets/llama_tokenized-individual-chunks/finemath-4plus/
|
| 387 |
+
- s3://smollm3/datasets/llama_tokenized_4097/megamath-web-pro/standard/
|
| 388 |
+
- s3://smollm3/datasets/llama_tokenized_4097/megamath-qa-qwen/standard/
|
| 389 |
+
- s3://smollm3/datasets/llama_tokenized_4097/megamath-text-code-block/tokenized/
|
| 390 |
+
- s3://smollm3/datasets/llama_tokenized-individual-chunks/stack-edu-real-shuffled-Python/
|
| 391 |
+
- s3://smollm3/datasets/llama_tokenized-individual-chunks/stack-edu-real-shuffled-Java/
|
| 392 |
+
- s3://smollm3/datasets/llama_tokenized-individual-chunks/stack-edu-real-shuffled-JavaScript/
|
| 393 |
+
- s3://smollm3/datasets/llama_tokenized-individual-chunks/stack-edu-real-shuffled-C/
|
| 394 |
+
- s3://smollm3/datasets/llama_tokenized-individual-chunks/stack-edu-real-shuffled-Cpp/
|
| 395 |
+
- s3://smollm3/datasets/llama_tokenized-individual-chunks/stack-edu-real-shuffled-C-Sharp/
|
| 396 |
+
- s3://smollm3/datasets/llama_tokenized-individual-chunks/stack-edu-real-shuffled-PHP/
|
| 397 |
+
- s3://smollm3/datasets/llama_tokenized-individual-chunks/stack-edu-real-shuffled-TypeScript/
|
| 398 |
+
- s3://smollm3/datasets/llama_tokenized-individual-chunks/stack-edu-real-shuffled-Swift/
|
| 399 |
+
- s3://smollm3/datasets/llama_tokenized-individual-chunks/stack-edu-real-shuffled-SQL/
|
| 400 |
+
- s3://smollm3/datasets/llama_tokenized-individual-chunks/stack-edu-real-shuffled-Ruby/
|
| 401 |
+
- s3://smollm3/datasets/llama_tokenized-individual-chunks/stack-edu-real-shuffled-Markdown/
|
| 402 |
+
- s3://smollm3/datasets/llama_tokenized-individual-chunks/stack-edu-HTML/
|
| 403 |
+
- s3://smollm3/datasets/llama_tokenized-individual-chunks/stack-edu-real-shuffled-Rust/
|
| 404 |
+
- s3://smollm3/datasets/llama_tokenized-individual-chunks/stack-edu-real-shuffled-Go/
|
| 405 |
+
- s3://smollm3/datasets/llama_tokenized-individual-chunks/stack-edu-real-shuffled-Shell/
|
| 406 |
+
- s3://smollm3/datasets/llama_tokenized-individual-chunks/pull-requests/
|
| 407 |
+
- s3://smollm3/datasets/llama_tokenized-individual-chunks/kaggle/
|
| 408 |
+
- s3://smollm3/datasets/llama_tokenized-individual-chunks/jupyter-scripts/
|
| 409 |
+
- s3://smollm3/datasets/llama_tokenized-individual-chunks/github-issues/
|
| 410 |
+
- s3://smollm3/datasets/llama_tokenized_4097/openmathinstruct-2/standard/
|
| 411 |
+
- s3://smollm3/datasets/llama_tokenized_4097/openmathreasoning-4k/tokenized/
|
| 412 |
+
- s3://smollm3/datasets/llama_tokenized_4097/opencodereasoning-4k-fix/standard/
|
| 413 |
+
- s3://smollm3/datasets/llama_tokenized_4097/natural_reasoning_fix/standard/
|
| 414 |
+
- s3://smollm3/datasets/llama_tokenized_4097/problem-solving/standard/
|
| 415 |
+
- s3://smollm3/datasets/llama_tokenized_4097/2students/standard/
|
| 416 |
+
- s3://smollm3/datasets/llama_tokenized_4097/dolmino_math_synth_gsm_gsm8k/standard/
|
| 417 |
+
- s3://smollm3/datasets/llama_tokenized_4097/dolmino_math_synth/standard/
|
| 418 |
+
dataset_weights:
|
| 419 |
+
- 0.2
|
| 420 |
+
- 0.3
|
| 421 |
+
- 0.002 #pes2o
|
| 422 |
+
- 0.0002 # Wiki
|
| 423 |
+
- 0.008 # mwiki
|
| 424 |
+
- 0.004 # cosmopedia
|
| 425 |
+
- 0.001 # SE
|
| 426 |
+
- 0.018
|
| 427 |
+
- 0.022
|
| 428 |
+
- 0.023
|
| 429 |
+
- 0.0125
|
| 430 |
+
- 0.0045
|
| 431 |
+
- 0.01
|
| 432 |
+
- 0.01
|
| 433 |
+
- 0.009
|
| 434 |
+
- 0.0032
|
| 435 |
+
- 0.0032
|
| 436 |
+
- 0.0032
|
| 437 |
+
- 0.0032
|
| 438 |
+
- 0.00005 # downsample viet, too many epochs
|
| 439 |
+
- 0.0022
|
| 440 |
+
- 0.002 # update infiwebmath3+
|
| 441 |
+
- 0.002 # update finemath3+
|
| 442 |
+
- 0.02 # add infiwebmath4+
|
| 443 |
+
- 0.025 # add finemath4+
|
| 444 |
+
- 0.014 # add MegamathWeb-Pro
|
| 445 |
+
- 0.002 # MegaMathQA-Qwen
|
| 446 |
+
- 0.05 # add MegaMath-Text-Code
|
| 447 |
+
- 0.07 # add stack-edu-real-shuffled-Python
|
| 448 |
+
- 0.018 # Java
|
| 449 |
+
- 0.018 # JS
|
| 450 |
+
- 0.008 # C
|
| 451 |
+
- 0.044 # add stack-edu-real-shuffled-Cpp
|
| 452 |
+
- 0.006 # C# Edu
|
| 453 |
+
- 0.006 # PHP
|
| 454 |
+
- 0.003 # TS
|
| 455 |
+
- 0.002 # Swift
|
| 456 |
+
- 0.013 # SQL
|
| 457 |
+
- 0.001 # Ruby
|
| 458 |
+
- 0.005 # Md
|
| 459 |
+
- 0.0102 # HTML
|
| 460 |
+
- 0.001 # Rust
|
| 461 |
+
- 0.0005 # Go
|
| 462 |
+
- 0.006 # Shell
|
| 463 |
+
- 0.005 # PRs
|
| 464 |
+
- 0.0006 # kaggle
|
| 465 |
+
- 0.012 # notebooks
|
| 466 |
+
- 0.004 # issues
|
| 467 |
+
- 0.005 # OpenMathInstruct
|
| 468 |
+
- 0.005 # OpenMathReasoning
|
| 469 |
+
- 0.0005 # OpenCodeReasoning
|
| 470 |
+
- 0.001 # Natural reasoning
|
| 471 |
+
- 0.003 # Olmo Problem solving
|
| 472 |
+
- 0.003 # Olmo two students
|
| 473 |
+
- 0.0004 # Dolmino synth math gsm8k
|
| 474 |
+
- 0.0002 # Dolmino synth math
|
| 475 |
+
pad_samples_to_global_batch_size: false
|
| 476 |
+
return_positions: true
|
| 477 |
+
token_size_in_bytes: 4
|
| 478 |
+
tokenizer_name: meta-llama/Llama-3.2-1B
|
| 479 |
+
use_old_brrr_dataloader: false
|
| 480 |
+
vocab_size: 128256
|
| 481 |
+
num_loading_workers: 0
|
| 482 |
+
seed: 6
|
| 483 |
+
name: decay stage
|
| 484 |
+
start_training_step: 4198001
|
| 485 |
+
general:
|
| 486 |
+
benchmark_csv_path: null
|
| 487 |
+
consumed_train_samples: null
|
| 488 |
+
ignore_sanity_checks: true
|
| 489 |
+
project: smollm3-3B-final
|
| 490 |
+
run: loubna-48n-2105-decay
|
| 491 |
+
seed: 6
|
| 492 |
+
step: null
|
| 493 |
+
logging:
|
| 494 |
+
iteration_step_info_interval: 1
|
| 495 |
+
log_level: info
|
| 496 |
+
log_level_replica: info
|
| 497 |
+
model:
|
| 498 |
+
ddp_bucket_cap_mb: 50
|
| 499 |
+
dtype: bfloat16
|
| 500 |
+
init_method:
|
| 501 |
+
std: 0.02
|
| 502 |
+
make_vocab_size_divisible_by: 1
|
| 503 |
+
model_config:
|
| 504 |
+
_attn_implementation: flash_attention_2
|
| 505 |
+
_fused_rms_norm: true
|
| 506 |
+
_fused_rotary_emb: true
|
| 507 |
+
_use_doc_masking: true
|
| 508 |
+
_use_qkv_packed: true
|
| 509 |
+
attention_bias: false
|
| 510 |
+
bos_token_id: 128000
|
| 511 |
+
eos_token_id: 128001
|
| 512 |
+
flex_attention_mask: null
|
| 513 |
+
hidden_act: silu
|
| 514 |
+
hidden_size: 2048
|
| 515 |
+
initializer_range: 0.02
|
| 516 |
+
intermediate_size: 11008
|
| 517 |
+
is_qwen2_config: true
|
| 518 |
+
max_position_embeddings: 4096
|
| 519 |
+
moe_config: null
|
| 520 |
+
num_attention_heads: 16
|
| 521 |
+
num_hidden_layers: 36
|
| 522 |
+
num_key_value_heads: 4
|
| 523 |
+
pad_token_id: null
|
| 524 |
+
pretraining_tp: 2
|
| 525 |
+
rms_norm_eps: 1.0e-06
|
| 526 |
+
rope_interleaved: false
|
| 527 |
+
rope_scaling: null
|
| 528 |
+
rope_theta: 50000.0
|
| 529 |
+
sliding_window_size: null
|
| 530 |
+
tie_word_embeddings: true
|
| 531 |
+
use_cache: true
|
| 532 |
+
vocab_size: 128256
|
| 533 |
+
z_loss_coefficient: 1.0e-05
|
| 534 |
+
z_loss_enabled: false
|
| 535 |
+
no_rope_layer: 4
|
| 536 |
+
optimizer:
|
| 537 |
+
accumulate_grad_in_fp32: true
|
| 538 |
+
clip_grad: 1.0
|
| 539 |
+
learning_rate_scheduler:
|
| 540 |
+
learning_rate: 0.0002
|
| 541 |
+
lr_decay_starting_step: 4198001
|
| 542 |
+
lr_decay_steps: 522000
|
| 543 |
+
lr_decay_style: linear
|
| 544 |
+
lr_warmup_steps: 2000
|
| 545 |
+
lr_warmup_style: linear
|
| 546 |
+
min_decay_lr: 0
|
| 547 |
+
optimizer_factory:
|
| 548 |
+
adam_beta1: 0.9
|
| 549 |
+
adam_beta2: 0.95
|
| 550 |
+
adam_eps: 1.0e-08
|
| 551 |
+
name: adamW
|
| 552 |
+
torch_adam_is_fused: true
|
| 553 |
+
weight_decay: 0.1
|
| 554 |
+
weight_decay_exclude_named_params:
|
| 555 |
+
- .*token_embedding.*
|
| 556 |
+
zero_stage: 0
|
| 557 |
+
parallelism:
|
| 558 |
+
context_parallel_size: 1
|
| 559 |
+
dp: 192
|
| 560 |
+
expert_parallel_size: 1
|
| 561 |
+
moe_layer_recompute: false
|
| 562 |
+
pp: 1
|
| 563 |
+
pp_engine: 1f1b
|
| 564 |
+
recompute_layer: false
|
| 565 |
+
tp: 2
|
| 566 |
+
tp_linear_async_communication: true
|
| 567 |
+
tp_mode: REDUCE_SCATTER
|
| 568 |
+
tp_recompute_allgather: true
|
| 569 |
+
profiler: null
|
| 570 |
+
s3_upload:
|
| 571 |
+
remove_after_upload: true
|
| 572 |
+
s5cmd_concurrency: 5
|
| 573 |
+
s5cmd_numworkers: 16
|
| 574 |
+
s5cmd_path: /fsx/loubna/.venv-2-6-cu124/bin/s5cmd
|
| 575 |
+
upload_s3_path: s3://smollm3/tp-fix-final-pre-training/loubna-2105-decay
|
| 576 |
+
tokenizer:
|
| 577 |
+
tokenizer_max_length: 4096
|
| 578 |
+
tokenizer_name_or_path: meta-llama/Llama-3.2-1B
|
| 579 |
+
tokenizer_revision: null
|
| 580 |
+
metrics_logging:
|
| 581 |
+
log_level: 1
|
| 582 |
+
log_detail_interval: 200
|
| 583 |
+
tokens:
|
| 584 |
+
batch_accumulation_per_replica: 1
|
| 585 |
+
limit_test_batches: 0
|
| 586 |
+
limit_val_batches: 0
|
| 587 |
+
micro_batch_size: 3
|
| 588 |
+
sequence_length: 4096
|
| 589 |
+
train_steps: 4720000
|
| 590 |
+
val_check_interval: 100
|
| 591 |
+
lighteval:
|
| 592 |
+
slurm_script_dir: "/fsx/loubna/projects_v2/smollm3/nanotron/ablations/eval_results/launch-config" # Default path for launch scripts
|
| 593 |
+
logs_path: "/fsx/loubna/projects_v2/smollm3/nanotron/ablations/eval_results/logs" # Default path for evaluation logs
|
| 594 |
+
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}
|
| 595 |
+
nanotron_path: "/fsx/loubna/projects_v2/smollm3/nanotron"
|
| 596 |
+
output_dir: "/fsx/loubna/projects_v2/smollm3/nanotron/ablations/eval_results/results"
|
| 597 |
+
s3_save_path: "s3://smollm3/eval-prod"
|
| 598 |
+
upload_to_wandb: true
|
| 599 |
+
wandb_project: smollm3-3B-evals
|
| 600 |
+
wandb_entity: huggingface
|
| 601 |
+
parallelism:
|
| 602 |
+
dp: 4
|
| 603 |
+
pp: 1
|
| 604 |
+
tp: 2
|
| 605 |
+
tp_linear_async_communication: true
|
| 606 |
+
batch_size: 8 # Optional batch size for evaluation
|
| 607 |
+
eval_config_override: "/fsx/loubna/projects_v2/smollm3/nanotron/ablations/eval_configs/smollm3_eval.yaml" # The evaluation config file to use
|
| 608 |
+
eval_interval: 6000
|
| 609 |
+
eval_interval_file: null
|
| 610 |
+
slurm:
|
| 611 |
+
gpus_per_node: 8
|
| 612 |
+
partition: "hopper-prod"
|
| 613 |
+
hf_cache: "/fsx/loubna/.cache/huggingface"
|
| 614 |
+
cpus_per_task: 88
|
| 615 |
+
qos: "normal"
|
| 616 |
+
time: "01:59:00"
|
| 617 |
+
reservation: smollm # Optional reservation name, can be null
|