output_dir: "" # just a placeholder
bf16: true
model_name_or_path: meta-llama/Llama-3.2-1B-Instruct
label_names: ["labels"]
# eval_on_start: True
# eval_strategy: "steps"
# eval_steps: 500
# save_strategy: "no"
# # save_steps: 500
# logging_strategy: "steps"
# logging_steps: 100
# use_liger_kernel: true
# remove_unused_columns: false

# needed to avoid OOM by compute the metrics batch by batch
# w/o this the trainer stores logits of all sample in memory...
# batch_eval_metrics: true

per_device_train_batch_size: 32
per_device_eval_batch_size: 1
max_val_samples_per_ds: 20
# optim: schedule_free_adamw
learning_rate: 0.00001
# lr_scheduler_type: "constant_with_warmup"
neftune_noise_alpha: 1
weight_decay: 0.1
warmup_ratio: 0.05

# LoRA
lora_r: 16
lora_dropout: 0.05
target_modules:
  - down_proj
  - up_proj
  - gate_proj

# data
train_ds_names:
- data/raw_datasets/context_numbers_2
- data/raw_datasets/context_numbers_3
- data/raw_datasets/context_numbers_4
- data/raw_datasets/context_numbers_5
- data/raw_datasets/context_numbers_6
- data/raw_datasets/context_numbers_7
- data/raw_datasets/context_numbers_8
- data/raw_datasets/context_numbers_9
- data/raw_datasets/context_numbers_10
- data/raw_datasets/context_numbers_11
- data/raw_datasets/context_numbers_12
- data/raw_datasets/context_numbers_13
- data/raw_datasets/context_numbers_14
- data/raw_datasets/context_numbers_15
- data/raw_datasets/context_numbers_16
- data/raw_datasets/context_numbers_17
- data/raw_datasets/context_numbers_18
- data/raw_datasets/context_numbers_19
- data/raw_datasets/context_numbers_20
- data/raw_datasets/context_numbers_21
- data/raw_datasets/context_numbers_22
- data/raw_datasets/context_numbers_23
- data/raw_datasets/context_numbers_24
- data/raw_datasets/context_numbers_25
- data/raw_datasets/context_numbers_26
- data/raw_datasets/context_numbers_27
- data/raw_datasets/context_numbers_28
- data/raw_datasets/context_numbers_29
- data/raw_datasets/context_numbers_30
- data/raw_datasets/context_numbers_31
- data/raw_datasets/context_numbers_32
- data/raw_datasets/context_numbers_33
- data/raw_datasets/context_numbers_34
- data/raw_datasets/context_numbers_35
- data/raw_datasets/context_numbers_36
- data/raw_datasets/context_numbers_37
- data/raw_datasets/context_numbers_38
- data/raw_datasets/context_numbers_39
- data/raw_datasets/context_numbers_40
- data/raw_datasets/context_numbers_41
- data/raw_datasets/context_numbers_42
- data/raw_datasets/context_numbers_43
- data/raw_datasets/context_numbers_44
- data/raw_datasets/context_numbers_45
- data/raw_datasets/context_numbers_46
- data/raw_datasets/context_numbers_47
- data/raw_datasets/context_numbers_48
- data/raw_datasets/context_numbers_49
- data/raw_datasets/context_numbers_50
- data/raw_datasets/context_numbers_51
- data/raw_datasets/context_numbers_52
- data/raw_datasets/context_numbers_53
- data/raw_datasets/context_numbers_54
- data/raw_datasets/context_numbers_55
- data/raw_datasets/context_numbers_56
- data/raw_datasets/context_numbers_57
- data/raw_datasets/context_numbers_58
- data/raw_datasets/context_numbers_59
- data/raw_datasets/context_numbers_60
- data/raw_datasets/context_numbers_61
- data/raw_datasets/context_numbers_62
- data/raw_datasets/context_numbers_63
- data/raw_datasets/context_numbers_64
- data/raw_datasets/context_numbers_65
- data/raw_datasets/context_numbers_66
- data/raw_datasets/context_numbers_67
- data/raw_datasets/context_numbers_68
- data/raw_datasets/context_numbers_69
- data/raw_datasets/context_numbers_70
- data/raw_datasets/context_numbers_71
- data/raw_datasets/context_numbers_72
- data/raw_datasets/context_numbers_73
- data/raw_datasets/context_numbers_74
- data/raw_datasets/context_numbers_75
- data/raw_datasets/context_numbers_76
- data/raw_datasets/context_numbers_77
- data/raw_datasets/context_numbers_78
- data/raw_datasets/context_numbers_79
- data/raw_datasets/context_numbers_80
- data/raw_datasets/context_numbers_81
- data/raw_datasets/context_numbers_82
- data/raw_datasets/context_numbers_83
- data/raw_datasets/context_numbers_84
- data/raw_datasets/context_numbers_85
- data/raw_datasets/context_numbers_86
- data/raw_datasets/context_numbers_87
- data/raw_datasets/context_numbers_88
- data/raw_datasets/context_numbers_89
- data/raw_datasets/context_numbers_90
- data/raw_datasets/context_numbers_91
- data/raw_datasets/context_numbers_92
- data/raw_datasets/context_numbers_93
- data/raw_datasets/context_numbers_94
- data/raw_datasets/context_numbers_95
- data/raw_datasets/context_numbers_96
- data/raw_datasets/context_numbers_97
- data/raw_datasets/context_numbers_98
- data/raw_datasets/context_numbers_99
- data/raw_datasets/context_numbers_100
- data/raw_datasets/context_numbers_101
- data/raw_datasets/context_numbers_102
- data/raw_datasets/context_numbers_103
- data/raw_datasets/context_numbers_104
- data/raw_datasets/context_numbers_105
- data/raw_datasets/context_numbers_106
- data/raw_datasets/context_numbers_107
- data/raw_datasets/context_numbers_108
- data/raw_datasets/context_numbers_109
- data/raw_datasets/context_numbers_110
- data/raw_datasets/context_numbers_111
- data/raw_datasets/context_numbers_112
- data/raw_datasets/context_numbers_113
- data/raw_datasets/context_numbers_114
- data/raw_datasets/context_numbers_115
- data/raw_datasets/context_numbers_116
- data/raw_datasets/context_numbers_117
- data/raw_datasets/context_numbers_118
- data/raw_datasets/context_numbers_119
- data/raw_datasets/context_numbers_120
- data/raw_datasets/context_numbers_121
- data/raw_datasets/context_numbers_122
- data/raw_datasets/context_numbers_123
- data/raw_datasets/context_numbers_124
- data/raw_datasets/context_numbers_125
- data/raw_datasets/context_numbers_126
- data/raw_datasets/context_numbers_127
- data/raw_datasets/context_numbers_128
- data/raw_datasets/context_numbers_129
- data/raw_datasets/context_numbers_130
- data/raw_datasets/context_numbers_131
- data/raw_datasets/context_numbers_132
- data/raw_datasets/context_numbers_133
- data/raw_datasets/context_numbers_134
- data/raw_datasets/context_numbers_135
- data/raw_datasets/context_numbers_136
- data/raw_datasets/context_numbers_137
- data/raw_datasets/context_numbers_138
- data/raw_datasets/context_numbers_139
- data/raw_datasets/context_numbers_140
- data/raw_datasets/context_numbers_141
- data/raw_datasets/context_numbers_142
- data/raw_datasets/context_numbers_143
- data/raw_datasets/context_numbers_144
- data/raw_datasets/context_numbers_145
- data/raw_datasets/context_numbers_146
- data/raw_datasets/context_numbers_147
- data/raw_datasets/context_numbers_148
- data/raw_datasets/context_numbers_149
- data/raw_datasets/context_numbers_150
- data/raw_datasets/context_numbers_151
- data/raw_datasets/context_numbers_152
- data/raw_datasets/context_numbers_153
- data/raw_datasets/context_numbers_154
- data/raw_datasets/context_numbers_155
- data/raw_datasets/context_numbers_156
- data/raw_datasets/context_numbers_157
- data/raw_datasets/context_numbers_158
- data/raw_datasets/context_numbers_159
- data/raw_datasets/context_numbers_160
- data/raw_datasets/context_numbers_161
- data/raw_datasets/context_numbers_162
- data/raw_datasets/context_numbers_163
- data/raw_datasets/context_numbers_164
- data/raw_datasets/context_numbers_165
- data/raw_datasets/context_numbers_166
- data/raw_datasets/context_numbers_167
- data/raw_datasets/context_numbers_168
- data/raw_datasets/context_numbers_169
- data/raw_datasets/context_numbers_170
- data/raw_datasets/context_numbers_171
- data/raw_datasets/context_numbers_172
- data/raw_datasets/context_numbers_173
- data/raw_datasets/context_numbers_174
- data/raw_datasets/context_numbers_175
- data/raw_datasets/context_numbers_176
- data/raw_datasets/context_numbers_177
- data/raw_datasets/context_numbers_178
- data/raw_datasets/context_numbers_179
- data/raw_datasets/context_numbers_180
- data/raw_datasets/context_numbers_181
- data/raw_datasets/context_numbers_182
- data/raw_datasets/context_numbers_183
- data/raw_datasets/context_numbers_184
- data/raw_datasets/context_numbers_185
- data/raw_datasets/context_numbers_186
- data/raw_datasets/context_numbers_187
- data/raw_datasets/context_numbers_188
- data/raw_datasets/context_numbers_189
- data/raw_datasets/context_numbers_190
- data/raw_datasets/context_numbers_191
- data/raw_datasets/context_numbers_192
- data/raw_datasets/context_numbers_193
- data/raw_datasets/context_numbers_194
- data/raw_datasets/context_numbers_195
- data/raw_datasets/context_numbers_196
- data/raw_datasets/context_numbers_197
- data/raw_datasets/context_numbers_198
- data/raw_datasets/context_numbers_199
- data/raw_datasets/context_numbers_200
- data/raw_datasets/context_numbers_201
- data/raw_datasets/context_numbers_202
- data/raw_datasets/context_numbers_203
- data/raw_datasets/context_numbers_204
- data/raw_datasets/context_numbers_205
- data/raw_datasets/context_numbers_206
- data/raw_datasets/context_numbers_207
- data/raw_datasets/context_numbers_208
- data/raw_datasets/context_numbers_209
- data/raw_datasets/context_numbers_210
- data/raw_datasets/context_numbers_211
- data/raw_datasets/context_numbers_212
- data/raw_datasets/context_numbers_213
- data/raw_datasets/context_numbers_214
- data/raw_datasets/context_numbers_215
- data/raw_datasets/context_numbers_216
- data/raw_datasets/context_numbers_217
- data/raw_datasets/context_numbers_218
- data/raw_datasets/context_numbers_219
- data/raw_datasets/context_numbers_220
- data/raw_datasets/context_numbers_221
- data/raw_datasets/context_numbers_222
- data/raw_datasets/context_numbers_223
- data/raw_datasets/context_numbers_224
- data/raw_datasets/context_numbers_225
- data/raw_datasets/context_numbers_226
- data/raw_datasets/context_numbers_227
- data/raw_datasets/context_numbers_228
- data/raw_datasets/context_numbers_229
- data/raw_datasets/context_numbers_230
- data/raw_datasets/context_numbers_231
- data/raw_datasets/context_numbers_232
- data/raw_datasets/context_numbers_233
- data/raw_datasets/context_numbers_234
- data/raw_datasets/context_numbers_235
- data/raw_datasets/context_numbers_236
- data/raw_datasets/context_numbers_237
- data/raw_datasets/context_numbers_238
- data/raw_datasets/context_numbers_239
- data/raw_datasets/context_numbers_240
- data/raw_datasets/context_numbers_241
- data/raw_datasets/context_numbers_242
- data/raw_datasets/context_numbers_243
- data/raw_datasets/context_numbers_244
- data/raw_datasets/context_numbers_245
- data/raw_datasets/context_numbers_246
- data/raw_datasets/context_numbers_247
- data/raw_datasets/context_numbers_248
- data/raw_datasets/context_numbers_249
- data/raw_datasets/context_numbers_250
- data/raw_datasets/context_numbers_251
- data/raw_datasets/context_numbers_252
- data/raw_datasets/context_numbers_253
- data/raw_datasets/context_numbers_254
- data/raw_datasets/context_numbers_255
- data/raw_datasets/context_numbers_256

val_ds_names:
- data/raw_datasets/context_numbers_16
- data/raw_datasets/context_numbers_32
- data/raw_datasets/context_numbers_64
- data/raw_datasets/context_numbers_128
- data/raw_datasets/context_numbers_256

test_ds_names:
- data/raw_datasets/context_numbers_512
- data/raw_datasets/context_numbers_1024
- data/raw_datasets/context_numbers_2048