Upload cfg.yaml

cfg.yaml

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+architecture:
+    backbone_dtype: int4
+    force_embedding_gradients: false
+    gradient_checkpointing: true
+    intermediate_dropout: 0.0
+    pretrained: true
+    pretrained_weights: /workspace/output/user/funny-specialmath-classifier/checkpoint.pth
+augmentation:
+    neftune_noise_alpha: 0.0
+    random_parent_probability: 0.0
+    skip_parent_probability: 0.0
+    token_mask_probability: 0.0
+dataset:
+    add_eos_token_to_answer: true
+    add_eos_token_to_prompt: true
+    add_eos_token_to_system: true
+    answer_column: answer_json
+    chatbot_author: H2O.ai
+    chatbot_name: h2oGPT
+    data_sample: 1.0
+    data_sample_choice:
+    - Train
+    - Validation
+    limit_chained_samples: false
+    mask_prompt_labels: true
+    parent_id_column: None
+    personalize: false
+    prompt_column:
+    - challenge
+    system_column: None
+    text_answer_separator: <|answer|>
+    text_prompt_start: <|prompt|>
+    text_system_start: <|system|>
+    train_dataframe: /workspace/data/user/DataSet_classifier_withMATH_functions_V2_Full/DataSet_classifier_withMATH_functions_V2_Full.csv
+    validation_dataframe: None
+    validation_size: 0.01
+    validation_strategy: automatic
+environment:
+    compile_model: false
+    deepspeed_reduce_bucket_size: 1000000
+    deepspeed_stage3_param_persistence_threshold: 1000000
+    deepspeed_stage3_prefetch_bucket_size: 1000000
+    find_unused_parameters: false
+    gpus:
+    - '0'
+    - '1'
+    - '2'
+    huggingface_branch: main
+    mixed_precision: true
+    number_of_workers: 4
+    seed: -1
+    trust_remote_code: true
+    use_deepspeed: false
+experiment_name: full-funny-specialmath-classifier
+llm_backbone: mistralai/Mistral-7B-v0.1
+logging:
+    logger: None
+    neptune_project: ''
+output_directory: /workspace/output/user/full-funny-specialmath-classifier/
+prediction:
+    batch_size_inference: 0
+    do_sample: false
+    max_length_inference: 1
+    metric: BLEU
+    metric_gpt_model: gpt-3.5-turbo-0301
+    metric_gpt_template: general
+    min_length_inference: 0
+    num_beams: 1
+    num_history: 4
+    repetition_penalty: 1.0
+    stop_tokens: ''
+    temperature: 0.0
+    top_k: 0
+    top_p: 1.0
+problem_type: text_causal_language_modeling
+tokenizer:
+    add_prefix_space: false
+    add_prompt_answer_tokens: false
+    max_length: 512
+    max_length_answer: 256
+    max_length_prompt: 256
+    padding_quantile: 1.0
+    use_fast: true
+training:
+    batch_size: 32
+    differential_learning_rate: 1.0e-05
+    differential_learning_rate_layers: []
+    drop_last_batch: true
+    epochs: 3
+    evaluate_before_training: false
+    evaluation_epochs: 1.0
+    grad_accumulation: 1
+    gradient_clip: 0.0
+    learning_rate: 0.0001
+    lora: true
+    lora_alpha: 20
+    lora_dropout: 0.06
+    lora_r: 14
+    lora_target_modules: ''
+    loss_function: TokenAveragedCrossEntropy
+    optimizer: AdamW
+    save_best_checkpoint: false
+    schedule: Cosine
+    train_validation_data: false
+    use_flash_attention_2: true
+    warmup_epochs: 0.0
+    weight_decay: 0.0