mirror of
https://github.com/allenai/olmocr.git
synced 2025-10-10 15:52:31 +00:00
New configs for new data
This commit is contained in:
parent
cffbb82b0b
commit
c075f3071f
@ -0,0 +1,105 @@
|
||||
# Example OlmOCR Training Configuration with Torch Compile
|
||||
|
||||
# Project metadata
|
||||
project_name: olmocr-qwen-vl-training
|
||||
run_name: qwen2.5-vl-7b-olmocrv4_1epoch_baseline
|
||||
|
||||
# Model configuration
|
||||
model:
|
||||
name: Qwen/Qwen2.5-VL-7B-Instruct
|
||||
trust_remote_code: true
|
||||
torch_dtype: bfloat16
|
||||
use_flash_attention: true
|
||||
attn_implementation: flash_attention_2
|
||||
|
||||
# LoRA settings (disabled by default)
|
||||
use_lora: false
|
||||
# lora_rank: 8
|
||||
# lora_alpha: 32
|
||||
# lora_dropout: 0.1
|
||||
# lora_target_modules:
|
||||
# - q_proj
|
||||
# - v_proj
|
||||
# - k_proj
|
||||
# - o_proj
|
||||
|
||||
# Dataset configuration
|
||||
dataset:
|
||||
|
||||
train:
|
||||
- name: processed_01_books_train_iabooks
|
||||
root_dir: /data/olmOCR-mix-0825/processed_01_books_train_iabooks/
|
||||
pipeline: &basic_pipeline
|
||||
- name: FrontMatterParser
|
||||
front_matter_class: PageResponse
|
||||
- name: FilterOutRotatedDocuments
|
||||
- name: PDFRenderer
|
||||
target_longest_image_dim: 1288
|
||||
- name: RotationAugmentation
|
||||
probability: 0.002
|
||||
- name: NewYamlFinetuningPromptWithNoAnchoring
|
||||
- name: FrontMatterOutputFormat
|
||||
- name: InstructUserMessages
|
||||
prompt_first: true
|
||||
- name: Tokenizer
|
||||
masking_index: -100
|
||||
end_of_message_token: "<|im_end|>"
|
||||
- name: processed_00_documents_train_s2pdf
|
||||
root_dir: /data/olmOCR-mix-0825/processed_00_documents_train_s2pdf/
|
||||
pipeline: *basic_pipeline
|
||||
|
||||
eval:
|
||||
- name: processed_00_documents_eval_s2pdf
|
||||
root_dir: /data/olmOCR-mix-0825/processed_00_documents_eval_s2pdf/
|
||||
pipeline: *basic_pipeline
|
||||
- name: processed_01_books_eval_iabooks
|
||||
root_dir: /data/olmOCR-mix-0825/processed_01_books_eval_iabooks/
|
||||
pipeline: *basic_pipeline
|
||||
|
||||
|
||||
# Training configuration
|
||||
training:
|
||||
output_dir: /weka/oe-data-default/jakep/olmocr-trainer/
|
||||
num_train_epochs: 1
|
||||
|
||||
# Batch size and accumulation
|
||||
per_device_train_batch_size: 1
|
||||
per_device_eval_batch_size: 1
|
||||
gradient_accumulation_steps: 32
|
||||
|
||||
gradient_checkpointing: False
|
||||
|
||||
collator_max_token_len: 8192
|
||||
|
||||
# Learning rate
|
||||
learning_rate: 2e-5
|
||||
lr_scheduler_type: linear
|
||||
warmup_ratio: 0.1
|
||||
|
||||
# Optimization
|
||||
optim: adamw_torch
|
||||
weight_decay: 0.01
|
||||
max_grad_norm: 1.0
|
||||
|
||||
# Torch compile settings
|
||||
torch_compile: true
|
||||
torch_compile_backend: inductor
|
||||
torch_compile_mode: default
|
||||
torch_compile_fullgraph: false
|
||||
torch_compile_dynamic: false
|
||||
|
||||
seed: 300
|
||||
data_seed: 301
|
||||
|
||||
# Evaluation and checkpointing
|
||||
evaluation_strategy: steps
|
||||
eval_steps: 500
|
||||
save_strategy: steps
|
||||
save_steps: 500
|
||||
save_total_limit: 5
|
||||
load_best_model_at_end: false # Needs to be false because it has a problem restoring checkpoints for some reason
|
||||
metric_for_best_model: eval_processed_00_documents_eval_s2pdf_loss
|
||||
greater_is_better: false
|
||||
|
||||
report_to:
|
||||
- wandb
|
@ -96,7 +96,7 @@ commands = [
|
||||
"pip install transformers==4.52.4",
|
||||
"pip install flash-attn==2.8.0.post2 --no-build-isolation",
|
||||
"pip install s5cmd",
|
||||
"s5cmd sync s3://ai2-oe-data/jakep/olmocr/olmOCR-mix-0225/preprocessed_v0_2_3/* /data/olmOCR-mix-0225/",
|
||||
"s5cmd sync s3://ai2-oe-data/jakep/olmocr/olmOCR-mix-0825/processed_* /data/olmOCR-mix-0825/",
|
||||
f"python -m olmocr.train.train --config {config}"
|
||||
]
|
||||
|
||||
|
Loading…
x
Reference in New Issue
Block a user