supertoken_models / 16k_v2 /config.yaml
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name: 16k_v2
dump_dir: /fsx/craffel/lingua_logs/16k_v2
seed: 777
grad_acc_steps: 8
gc_collect_freq: 1000
probe_freq: null
steps: 100000
data:
root_dir: /scratch/craffel/lingua/data/flexitok/
sources:
fw_edu: 0.4
dan_Latn: 0.0216582869670702
swe_Latn: 0.0216359765418466
vie_Latn: 0.0197485510268674
hun_Latn: 0.0247194573562308
fas_Arab: 0.0205634624231076
tur_Latn: 0.0235455794841729
ces_Latn: 0.0248024455266208
arb_Arab: 0.0234323706569333
ell_Grek: 0.0233670886888026
ind_Latn: 0.0269322054593488
nld_Latn: 0.0277796326621489
pol_Latn: 0.0294120104572311
por_Latn: 0.0301413168306825
ita_Latn: 0.0324056371021865
jpn_Jpan: 0.03553104151369
fra_Latn: 0.0381835560678536
spa_Latn: 0.0387222793083669
deu_Latn: 0.0419925340453022
cmn_Hani: 0.0454067521384114
rus_Cyrl: 0.0500198157431261
batch_size: 4
seq_len: 4096
n_views: 2
seed: 42
add_bos: true
add_eos: true
load_async: true
prefetch_size: 1024
tokenizer:
name: supertokenizer
path: meta-llama/Llama-3.2-1B
tokenizers:
- name: huggingface
path: flexitok/bpe_ltr_arb_Arab_16000_v2
load_supermapping: true
- name: huggingface
path: flexitok/bpe_ltr_ces_Latn_16000_v2
load_supermapping: true
- name: huggingface
path: flexitok/bpe_ltr_cmn_Hani_16000_v2
load_supermapping: true
- name: huggingface
path: flexitok/bpe_ltr_dan_Latn_16000_v2
load_supermapping: true
- name: huggingface
path: flexitok/bpe_ltr_deu_Latn_16000_v2
load_supermapping: true
- name: huggingface
path: flexitok/bpe_ltr_ell_Grek_16000_v2
load_supermapping: true
- name: huggingface
path: flexitok/bpe_ltr_fas_Arab_16000_v2
load_supermapping: true
- name: huggingface
path: flexitok/bpe_ltr_fra_Latn_16000_v2
load_supermapping: true
- name: huggingface
path: flexitok/bpe_ltr_fw_edu_16000_v2
load_supermapping: true
- name: huggingface
path: flexitok/bpe_ltr_hun_Latn_16000_v2
load_supermapping: true
- name: huggingface
path: flexitok/bpe_ltr_ind_Latn_16000_v2
load_supermapping: true
- name: huggingface
path: flexitok/bpe_ltr_ita_Latn_16000_v2
load_supermapping: true
- name: huggingface
path: flexitok/bpe_ltr_jpn_Jpan_16000_v2
load_supermapping: true
- name: huggingface
path: flexitok/bpe_ltr_nld_Latn_16000_v2
load_supermapping: true
- name: huggingface
path: flexitok/bpe_ltr_pol_Latn_16000_v2
load_supermapping: true
- name: huggingface
path: flexitok/bpe_ltr_por_Latn_16000_v2
load_supermapping: true
- name: huggingface
path: flexitok/bpe_ltr_rus_Cyrl_16000_v2
load_supermapping: true
- name: huggingface
path: flexitok/bpe_ltr_spa_Latn_16000_v2
load_supermapping: true
- name: huggingface
path: flexitok/bpe_ltr_swe_Latn_16000_v2
load_supermapping: true
- name: huggingface
path: flexitok/bpe_ltr_tur_Latn_16000_v2
load_supermapping: true
- name: huggingface
path: flexitok/bpe_ltr_vie_Latn_16000_v2
load_supermapping: true
load_supermapping: false
dropout: 0.0
seed: 42
superset_code_name: 16k_v2
n_words: 245153
routing:
source_to_tokenizer:
arb_Arab: flexitok/bpe_ltr_arb_Arab_16000_v2
ces_Latn: flexitok/bpe_ltr_ces_Latn_16000_v2
cmn_Hani: flexitok/bpe_ltr_cmn_Hani_16000_v2
dan_Latn: flexitok/bpe_ltr_dan_Latn_16000_v2
deu_Latn: flexitok/bpe_ltr_deu_Latn_16000_v2
ell_Grek: flexitok/bpe_ltr_ell_Grek_16000_v2
fas_Arab: flexitok/bpe_ltr_fas_Arab_16000_v2
fra_Latn: flexitok/bpe_ltr_fra_Latn_16000_v2
fw_edu: flexitok/bpe_ltr_fw_edu_16000_v2
hun_Latn: flexitok/bpe_ltr_hun_Latn_16000_v2
ind_Latn: flexitok/bpe_ltr_ind_Latn_16000_v2
ita_Latn: flexitok/bpe_ltr_ita_Latn_16000_v2
jpn_Jpan: flexitok/bpe_ltr_jpn_Jpan_16000_v2
nld_Latn: flexitok/bpe_ltr_nld_Latn_16000_v2
pol_Latn: flexitok/bpe_ltr_pol_Latn_16000_v2
por_Latn: flexitok/bpe_ltr_por_Latn_16000_v2
rus_Cyrl: flexitok/bpe_ltr_rus_Cyrl_16000_v2
spa_Latn: flexitok/bpe_ltr_spa_Latn_16000_v2
swe_Latn: flexitok/bpe_ltr_swe_Latn_16000_v2
tur_Latn: flexitok/bpe_ltr_tur_Latn_16000_v2
vie_Latn: flexitok/bpe_ltr_vie_Latn_16000_v2
task_to_tokenizer: {}
suitable_tokenizer_probability: 1.0
optim:
lr: 0.001
weight_decay: 0.1
epsilon: 1.0e-08
beta1: 0.9
beta2: 0.95
clip: 1.0
scheduler: cosine
warmup: 2000
lr_min_ratio: 1.0e-06
cycle_length: 1.0
cosine_theta: 1.0
annealing_step: 1000
decay_fraction: 0.1
exp_factor: 0.5
model:
dim: 2048
n_layers: 25
head_dim: null
n_heads: 16
n_kv_heads: null
ffn_dim_multiplier: null
multiple_of: 256
norm_eps: 1.0e-05
rope_theta: 10000.0
init_base_std: null
init_std_factor: disabled
max_seqlen: 4096
seed: 42
vocab_size: 245153
weight_tying: false
sliding_window: null
use_factorized_embeddings: false
factorized_embedding_dim: 0
distributed:
dp_shard: 1
dp_replicate: 8
tp_size: 1
selective_activation_checkpointing: false
compile: true
fsdp_type: full_shard
model_dtype: bf16
float8_recipe: null
float8_filter: layers\.[0-9]+\.
matmul_allow_tf32: false
detect_anomaly: false
compile_cache_size_limit: 8
spawn_method: forkserver
env:
MKL_SERVICE_FORCE_INTEL: GNU
OMP_NUM_THREADS: '1'
MKL_NUM_THREADS: '1'
ENABLE_INTRA_NODE_COMM: '1'
TORCH_NCCL_AVOID_RECORD_STREAMS: '1'
NCCL_IB_TIMEOUT: '22'
NCCL_DEBUG: INFO
TORCH_NCCL_ASYNC_ERROR_HANDLING: '1'
checkpoint:
dump:
every: 10000
keep: -1
eval:
every: 10000
keep: -1
path: /fsx/craffel/lingua_logs/checkpoints/16k_v2
init_ckpt_path: null
load_init_optimizer_state: false
save_init_ckpt: false
profiling:
run: true
trace_folder: profiling
mem_warmup: 0
mem_steps: 4
profile_warmup: 100
profile_steps: 4
logging:
freq: 1
acc_freq: null
wandb: null
async_eval_gpus: 8
eval:
harness:
tasks:
- hellaswag
- piqa
- arc_easy
- arc_challenge
- include_base_44_arabic
- include_base_44_chinese
- include_base_44_german
- include_base_44_greek
- include_base_44_persian
- include_base_44_french
- include_base_44_hungarian
- include_base_44_indonesian
- include_base_44_italian
- include_base_44_japanese
- include_base_44_dutch
- include_base_44_polish
- include_base_44_portuguese
- include_base_44_russian
- include_base_44_spanish
- include_base_44_turkish
- include_base_44_vietnamese
- belebele_arb_Arab
- belebele_ces_Latn
- belebele_zho_Hans
- belebele_dan_Latn
- belebele_deu_Latn
- belebele_ell_Grek
- belebele_pes_Arab
- belebele_fra_Latn
- belebele_hun_Latn
- belebele_ind_Latn
- belebele_ita_Latn
- belebele_jpn_Jpan
- belebele_nld_Latn
- belebele_pol_Latn
- belebele_por_Latn
- belebele_rus_Cyrl
- belebele_spa_Latn
- belebele_swe_Latn
- belebele_tur_Latn
- belebele_vie_Latn
- belebele_eng_Latn
- xnli_ar
- xnli_zh
- xnli_de
- xnli_el
- xnli_en
- xnli_es
- xnli_fr
- xnli_ru
- xnli_tr
- xnli_vi
generator:
max_tokens: 16384
dtype: bf16
add_bos: false