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general:
name: 1b_starcoderdata_lr3
ignore_sanity_checks: true
kill_switch_path: /fsx/loubna/br4-experiments/kill_loubna_starcoder
profile: null
# profile:
# profiler_export_path: null # Can be a path
checkpoints:
checkpoints_path: /fsx/loubna/br4-experiments/checkpoints/debug/1b_star
load_from_specific_checkpoint: null
checkpoint_interval: 10000
parallelism:
dp: 64
pp: 1
tp: 1
pp_engine: 1f1b
tp_mode: REDUCE_SCATTER
tp_column_linear_async_communication: true
# recompute_granularity: selective
model:
hidden_size: 2048
num_attention_heads: 16
n_inner: 8192
n_layer: 24
max_position_embeddings: 8192
vocab_size: 49152
layer_norm_epsilon: 0.00001
scale_attn_weights: true
activation_function: gelu
attention_softmax_in_fp32: true
resid_pdrop: 0.1
attn_pdrop: 0.1
embd_pdrop: 0.1
pad_key_length: true
hf_gpt2_model_name: /fsx/loubna/starcoder-tokenizer/15b
make_vocab_size_divisible_by: 128
init_method:
std: 0.02209 # Basically 1/sqrt(N)
dtype: bfloat16
seed: 42
logging:
# 'debug', 'info', 'warning', 'error', 'critical' and 'passive'
log_level: 'info'
log_level_replica: 'info'
iteration_step_info_interval: 1
tensorboard_logger:
tensorboard_dir: /fsx/loubna/br4-experiments/tensorboard/debug
tokens:
sequence_length: 8192
train_steps: 150000
micro_batch_size: 1 # TODO @thomasw21
batch_accumulation_per_replica: 1 # TODO @thomasw21
val_check_interval: 2500
limit_val_batches: 2
optimizer:
zero_stage: 0
weight_decay: 0.1
clip_grad: 1.0
accumulate_grad_in_fp32: true
adam_eps: 1.0e-8
adam_beta1: 0.9
adam_beta2: 0.95 # Copied from LLaMa
learning_rate: 3.0e-4 # Copied from LLaMA
learning_rate_scheduler:
lr_warmup_steps: 2000
lr_warmup_style: linear
lr_decay_steps: 150000
lr_decay_style: cosine
min_decay_lr: 3.0e-5 # Copied from LLaMa
data:
seed: 1234 # mimick starcoder training
num_loading_workers: 2
dataset:
data_prefix:
- 3.0
- /fsx/bigcode/bigcode-training/tokenized_stack_no_pii/code/css/gpt2-preprocessed_content_document
- 0.01
- /fsx/bigcode/bigcode-training/tokenized_stack_no_pii/code/prolog/gpt2-preprocessed_content_document
- 53.89
- /fsx/bigcode/bigcode-training/tokenized_stack_no_pii/code/c/gpt2-preprocessed_content_document
- 1.78
- /fsx/bigcode/bigcode-training/tokenized_stack_no_pii/code/fortran/gpt2-preprocessed_content_document
- 0.85
- /fsx/bigcode/bigcode-training/tokenized_stack_no_pii/code/solidity/gpt2-preprocessed_content_document
- 5.68
- /fsx/bigcode/bigcode-training/tokenized_stack_no_pii/code/kotlin/gpt2-preprocessed_content_document
- 0.01
- /fsx/bigcode/bigcode-training/tokenized_stack_no_pii/code/literate-agda/gpt2-preprocessed_content_document
- 1.31
- /fsx/bigcode/bigcode-training/tokenized_stack_no_pii/code/julia/gpt2-preprocessed_content_document
- 0.98
- /fsx/bigcode/bigcode-training/tokenized_stack_no_pii/code/java-server-pages/gpt2-preprocessed_content_document
- 0.08
- /fsx/bigcode/bigcode-training/tokenized_stack_no_pii/code/isabelle/gpt2-preprocessed_content_document
- 0.03
- /fsx/bigcode/bigcode-training/tokenized_stack_no_pii/code/idris/gpt2-preprocessed_content_document
- 0.09
- /fsx/bigcode/bigcode-training/tokenized_stack_no_pii/code/lean/gpt2-preprocessed_content_document
- 1.12
- /fsx/bigcode/bigcode-training/tokenized_stack_no_pii/code/powershell/gpt2-preprocessed_content_document
- 23.78
- /fsx/bigcode/bigcode-training/tokenized_stack_no_pii/code/go/gpt2-preprocessed_content_document
- 0.7
- /fsx/bigcode/bigcode-training/tokenized_stack_no_pii/code/erlang/gpt2-preprocessed_content_document
- 0.61
- /fsx/bigcode/bigcode-training/tokenized_stack_no_pii/code/f-sharp/gpt2-preprocessed_content_document
- 0.26
- /fsx/bigcode/bigcode-training/tokenized_stack_no_pii/code/ada/gpt2-preprocessed_content_document
- 1.68
- /fsx/bigcode/bigcode-training/tokenized_stack_no_pii/code/pascal/gpt2-preprocessed_content_document
- 2.23
- /fsx/bigcode/bigcode-training/tokenized_stack_no_pii/code/perl/gpt2-preprocessed_content_document
- 0.3
- /fsx/bigcode/bigcode-training/tokenized_stack_no_pii/code/r/gpt2-preprocessed_content_document
- 0.31
- /fsx/bigcode/bigcode-training/tokenized_stack_no_pii/code/protocol-buffer/gpt2-preprocessed_content_document
- 0.45
- /fsx/bigcode/bigcode-training/tokenized_stack_no_pii/code/cmake/gpt2-preprocessed_content_document
- 0.12
- /fsx/bigcode/bigcode-training/tokenized_stack_no_pii/code/sas/gpt2-preprocessed_content_document
- 6.81
- /fsx/bigcode/bigcode-training/tokenized_stack_no_pii/code/ruby/gpt2-preprocessed_content_document
- 9.11
- /fsx/bigcode/bigcode-training/tokenized_stack_no_pii/code/rust/gpt2-preprocessed_content_document
- 0.06
- /fsx/bigcode/bigcode-training/tokenized_stack_no_pii/code/rmarkdown/gpt2-preprocessed_content_document
- 44.66
- /fsx/bigcode/bigcode-training/tokenized_stack_no_pii/code/c-sharp/gpt2-preprocessed_content_document
- 0.58
- /fsx/bigcode/bigcode-training/tokenized_stack_no_pii/code/smalltalk/gpt2-preprocessed_content_document
- 2.23
- /fsx/bigcode/bigcode-training/tokenized_stack_no_pii/code/haskell/gpt2-preprocessed_content_document
- 0.01
- /fsx/bigcode/bigcode-training/tokenized_stack_no_pii/code/maple/gpt2-preprocessed_content_document
- 1.25
- /fsx/bigcode/bigcode-training/tokenized_stack_no_pii/code/mathematica/gpt2-preprocessed_content_document
- 1.03
- /fsx/bigcode/bigcode-training/tokenized_stack_no_pii/code/ocaml/gpt2-preprocessed_content_document
- 1.31
- /fsx/bigcode/bigcode-training/tokenized_stack_no_pii/code/makefile/gpt2-preprocessed_content_document
- 2.87
- /fsx/bigcode/bigcode-training/tokenized_stack_no_pii/code/lua/gpt2-preprocessed_content_document
- 0.01
- /fsx/bigcode/bigcode-training/tokenized_stack_no_pii/code/literate-coffeescript/gpt2-preprocessed_content_document
- 0.05
- /fsx/bigcode/bigcode-training/tokenized_stack_no_pii/code/literate-haskell/gpt2-preprocessed_content_document
- 3.32
- /fsx/bigcode/bigcode-training/tokenized_stack_no_pii/code/restructuredtext/gpt2-preprocessed_content_document
- 0.03
- /fsx/bigcode/bigcode-training/tokenized_stack_no_pii/code/racket/gpt2-preprocessed_content_document
- 0.19
- /fsx/bigcode/bigcode-training/tokenized_stack_no_pii/code/standard-ml/gpt2-preprocessed_content_document
- 0.39
- /fsx/bigcode/bigcode-training/tokenized_stack_no_pii/code/systemverilog/gpt2-preprocessed_content_document
- 5.2
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- 0.02
- /fsx/bigcode/bigcode-training/tokenized_stack_no_pii/code/awk/gpt2-preprocessed_content_document
- 1.56
- /fsx/bigcode/bigcode-training/tokenized_stack_no_pii/code/assembly/gpt2-preprocessed_content_document
- 0.01
- /fsx/bigcode/bigcode-training/tokenized_stack_no_pii/code/alloy/gpt2-preprocessed_content_document
- 0.07
- /fsx/bigcode/bigcode-training/tokenized_stack_no_pii/code/agda/gpt2-preprocessed_content_document
- 0.41
- /fsx/bigcode/bigcode-training/tokenized_stack_no_pii/code/emacs-lisp/gpt2-preprocessed_content_document
- 3.66
- /fsx/bigcode/bigcode-training/tokenized_stack_no_pii/code/dart/gpt2-preprocessed_content_document
- 0.56
- /fsx/bigcode/bigcode-training/tokenized_stack_no_pii/code/cuda/gpt2-preprocessed_content_document
- 0.03
- /fsx/bigcode/bigcode-training/tokenized_stack_no_pii/code/bluespec/gpt2-preprocessed_content_document
- 0.001
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- 0.23
- /fsx/bigcode/bigcode-training/tokenized_stack_no_pii/code/batchfile/gpt2-preprocessed_content_document
- 0.02
- /fsx/bigcode/bigcode-training/tokenized_stack_no_pii/code/tcsh/gpt2-preprocessed_content_document
- 0.01
- /fsx/bigcode/bigcode-training/tokenized_stack_no_pii/code/stan/gpt2-preprocessed_content_document
- 4.69
- /fsx/bigcode/bigcode-training/tokenized_stack_no_pii/code/scala/gpt2-preprocessed_content_document
- 0.35
- /fsx/bigcode/bigcode-training/tokenized_stack_no_pii/code/tcl/gpt2-preprocessed_content_document
- 0.33
- /fsx/bigcode/bigcode-training/tokenized_stack_no_pii/code/stata/gpt2-preprocessed_content_document
- 0.01
- /fsx/bigcode/bigcode-training/tokenized_stack_no_pii/code/applescript/gpt2-preprocessed_content_document
- 3.09
- /fsx/bigcode/bigcode-training/tokenized_stack_no_pii/code/shell/gpt2-preprocessed_content_document
- 0.46
- /fsx/bigcode/bigcode-training/tokenized_stack_no_pii/code/clojure/gpt2-preprocessed_content_document
- 0.2
- /fsx/bigcode/bigcode-training/tokenized_stack_no_pii/code/scheme/gpt2-preprocessed_content_document
- 0.05
- /fsx/bigcode/bigcode-training/tokenized_stack_no_pii/code/antlr/gpt2-preprocessed_content_document
- 0.04
- /fsx/bigcode/bigcode-training/tokenized_stack_no_pii/code/sparql/gpt2-preprocessed_content_document
- 11.09
- /fsx/bigcode/bigcode-training/tokenized_stack_no_pii/code/sql/gpt2-preprocessed_content_document
- 0.4
- /fsx/bigcode/bigcode-training/tokenized_stack_no_pii/code/glsl/gpt2-preprocessed_content_document
- 0.3
- /fsx/bigcode/bigcode-training/tokenized_stack_no_pii/code/elm/gpt2-preprocessed_content_document
- 0.42
- /fsx/bigcode/bigcode-training/tokenized_stack_no_pii/code/dockerfile/gpt2-preprocessed_content_document
- 48.92
- /fsx/bigcode/bigcode-training/tokenized_stack_no_pii/code/cpp/gpt2-preprocessed_content_document
- 0.64
- /fsx/bigcode/bigcode-training/tokenized_stack_no_pii/code/coffeescript/gpt2-preprocessed_content_document
- 1.4
- /fsx/bigcode/bigcode-training/tokenized_stack_no_pii/code/common-lisp/gpt2-preprocessed_content_document
- 0.71
- /fsx/bigcode/bigcode-training/tokenized_stack_no_pii/code/elixir/gpt2-preprocessed_content_document
- 0.91
- /fsx/bigcode/bigcode-training/tokenized_stack_no_pii/code/groovy/gpt2-preprocessed_content_document
- 29.36
- /fsx/bigcode/bigcode-training/tokenized_stack_no_pii/code/html/gpt2-preprocessed_content_document
- 86.94
- /fsx/bigcode/bigcode-training/tokenized_stack_no_pii/code/java/gpt2-preprocessed_content_document
- 64.71
- /fsx/bigcode/bigcode-training/tokenized_stack_no_pii/code/javascript/gpt2-preprocessed_content_document
- 74.93
- /fsx/bigcode/bigcode-training/tokenized_stack_no_pii/code/markdown/gpt2-preprocessed_content_document
- 60.89
- /fsx/bigcode/bigcode-training/tokenized_stack_no_pii/code/php/gpt2-preprocessed_content_document
- 60.4
- /fsx/bigcode/bigcode-training/tokenized_stack_no_pii/code/python/gpt2-preprocessed_content_document
- 26.52
- /fsx/bigcode/bigcode-training/tokenized_stack_no_pii/code/typescript/gpt2-preprocessed_content_document
- 0.001
- /fsx/bigcode/bigcode-training/tokenized_stack_no_pii/code/verilog/gpt2-preprocessed_content_document
- 1.42
- /fsx/bigcode/bigcode-training/tokenized_stack_no_pii/code/visual-basic/gpt2-preprocessed_content_document
- 0.94
- /fsx/bigcode/bigcode-training/tokenized_stack_no_pii/code/vhdl/gpt2-preprocessed_content_document
- 0.01
- /fsx/bigcode/bigcode-training/tokenized_stack_no_pii/code/thrift/gpt2-preprocessed_content_document
- 0.0002
- /fsx/bigcode/bigcode-training/tokenized_stack_no_pii/code/matlab/gpt2-preprocessed_content_document
- 0.11
- /fsx/bigcode/bigcode-training/tokenized_stack_no_pii/code/yacc/gpt2-preprocessed_content_document
- 0.18
- /fsx/bigcode/bigcode-training/tokenized_stack_no_pii/code/zig/gpt2-preprocessed_content_document
- 0.05
- /fsx/bigcode/bigcode-training/tokenized_stack_no_pii/code/xslt/gpt2-preprocessed_content_document
- 1.0
- /fsx/bigcode/bigcode-training/tokenized_stack_no_pii/code/json/gpt2-preprocessed_content_document
- 1.0
- /fsx/bigcode/bigcode-training/tokenized_stack_no_pii/code/yaml/gpt2-preprocessed_content_document
- 54.4
- /fsx/bigcode/bigcode-training/tokenized_stack_no_pii/gh_issues/gpt2-preprocessed_content_document
- 32.0
- /fsx/bigcode/bigcode-training/tokenized_stack_no_pii/gh_commits/gpt2-preprocessed_content_document
- 7.12
- /fsx/bigcode/bigcode-training/tokenized_stack_no_pii/jupyter_scripts/gpt2-preprocessed_content_document
- 6.0
- /fsx/bigcode/bigcode-training/tokenized_stack_no_pii/jupyter_structured/gpt2-preprocessed_content_document
index_mapping_dir: null # path to save index mapping .npy files, by default will save in the same location as data_prefix
splits_string: 0.969,0.999,1 # TODO @thomasw21: We should probably define a split per dataset instead of setting them at a global scale
skip_warmup: true
dataloader_type: single # cyclic
validation_drop_last: true # Set to false if the last partial validation samples is to be consumed
eod_mask_loss: false # Mask loss for the end of document tokens
no_seqlen_plus_one_input_tokens: false # Set to true to disable fetching (sequence length + 1) input tokens, instead get (sequence length) input tokens and mask the last token
pad_samples_to_global_batch_size: false # Set to true if you want to pad the last partial batch with -1's to equal global batch size
# dataset:
# hf_dataset_name: stas/openwebtext-10k
# hf_dataset_config_name: null
# hf_dataset_split: train
# dataset_processing_num_proc_per_process: 12
# dataset_overwrite_cache: true
# text_column_name: text
#