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