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Upload cfg.yaml

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  1. cfg.yaml +98 -0
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+ architecture:
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+ backbone_dtype: float32
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+ gradient_checkpointing: true
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+ intermediate_dropout: 0.0
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+ pretrained: true
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+ pretrained_weights: ''
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+ augmentation:
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+ neftune_noise_alpha: 0.0
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+ random_parent_probability: 0.0
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+ skip_parent_probability: 0.0
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+ token_mask_probability: 0.2
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+ dataset:
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+ add_eos_token_to_answer: false
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+ add_eos_token_to_prompt: false
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+ add_eos_token_to_system: false
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+ add_prompt_answer_tokens: false
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+ answer_column: score
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+ chatbot_author: H2O.ai
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+ chatbot_name: h2oGPT
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+ data_sample: 1.0
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+ data_sample_choice:
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+ - Train
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+ - Validation
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+ limit_chained_samples: false
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+ mask_prompt_labels: true
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+ num_classes: 6
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+ parent_id_column: None
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+ personalize: false
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+ prompt_column:
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+ - full_text
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+ system_column: None
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+ text_answer_separator: ''
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+ text_prompt_start: ''
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+ text_system_start: ''
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+ train_dataframe: /root/h2o-llmstudio/data/user/essay_train/essay_train.csv
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+ validation_dataframe: /root/h2o-llmstudio/data/user/essay_train/essay_train.csv
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+ validation_size: 0.1
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+ validation_strategy: automatic
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+ environment:
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+ compile_model: false
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+ deepspeed_allgather_bucket_size: 1000000
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+ deepspeed_method: ZeRO2
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+ deepspeed_reduce_bucket_size: 1000000
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+ deepspeed_stage3_param_persistence_threshold: 1000000
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+ deepspeed_stage3_prefetch_bucket_size: 1000000
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+ find_unused_parameters: false
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+ gpus:
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+ - '0'
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+ huggingface_branch: main
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+ mixed_precision: true
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+ mixed_precision_dtype: bfloat16
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+ number_of_workers: 8
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+ seed: -1
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+ trust_remote_code: true
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+ use_deepspeed: false
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+ experiment_name: masked-mamba.1
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+ llm_backbone: h2oai/h2ogpt-4096-llama2-7b
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+ logging:
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+ logger: Neptune
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+ neptune_project: samvelkoch/essay
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+ output_directory: /root/h2o-llmstudio/output/user/masked-mamba.1/
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+ prediction:
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+ batch_size_inference: 0
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+ metric: Accuracy
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+ problem_type: text_causal_classification_modeling
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+ tokenizer:
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+ add_prompt_answer_tokens: false
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+ max_length: 10240
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+ padding_quantile: 1.0
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+ tokenizer_kwargs: '{"use_fast": true, "add_prefix_space": false}'
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+ training:
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+ batch_size: 2
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+ differential_learning_rate: 1.0e-05
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+ differential_learning_rate_layers:
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+ - classification_head
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+ drop_last_batch: true
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+ epochs: 1
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+ evaluate_before_training: false
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+ evaluation_epochs: 1.0
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+ freeze_layers: []
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+ grad_accumulation: 1
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+ gradient_clip: 0.0
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+ learning_rate: 0.0001
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+ lora: true
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+ lora_alpha: 16
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+ lora_dropout: 0.05
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+ lora_r: 4
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+ lora_target_modules: ''
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+ lora_unfreeze_layers: []
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+ loss_function: CrossEntropyLoss
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+ optimizer: AdamW
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+ save_checkpoint: last
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+ schedule: Cosine
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+ train_validation_data: false
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+ use_dora: false
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+ use_flash_attention_2: true
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+ warmup_epochs: 0.0
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+ weight_decay: 1.0e-05