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llm_prompt_mask_fill_model – AI Model by ctrltokyo | AlphaNeural AI
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ctrltokyo
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llm_prompt_mask_fill_model
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transformers
tf
distilbert
fill-mask
generated_from_keras_callback
en
sahil2801/code_instructions_120k
distilbert/distilbert-base-uncased
finetune
apache-2.0
autotrain_compatible
endpoints_compatible
us
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ctrltokyo/llm_prompt_mask_fill_model
This model is a fine-tuned version of
distilbert-base-uncased
on the
code_instructions_120k
dataset. It achieves the following results on the evaluation set:
Train Loss: 2.1215
Validation Loss: 1.5672
Epoch: 0
Model description
It's just distilbert-base-uncased with some fine tuning.
Intended uses & limitations
This model could be used for live autocompletion of PROMPTS in a coding-specific chatbot. Don't try this on code, because it won't work.
Training and evaluation data
Evaluated on 5% of training data. No further evaluation performed at this point. Trained on NVIDIA V100.
Training procedure
Training hyperparameters
The following hyperparameters were used during training:
optimizer: {'inner_optimizer': {'class_name': 'AdamWeightDecay', 'config': {'name': 'AdamWeightDecay', 'learning_rate': {'class_name': 'WarmUp', 'config': {'initial_learning_rate': 2e-05, 'decay_schedule_fn': {'class_name': 'PolynomialDecay', 'config': {'initial_learning_rate': 2e-05, 'decay_steps': 108, 'end_learning_rate': 0.0, 'power': 1.0, 'cycle': False, 'name': None}, '
passive_serialization
': True}, 'warmup_steps': 1000, 'power': 1.0, 'name': None}}, 'decay': 0.0, 'beta_1': 0.9, 'beta_2': 0.999, 'epsilon': 1e-08, 'amsgrad': False, 'weight_decay_rate': 0.01}}, 'dynamic': True, 'initial_scale': 32768.0, 'dynamic_growth_steps': 2000}
training_precision: mixed_float16
Training results
Train Loss
Validation Loss
Epoch
2.1215
1.5672
0
Framework versions
Transformers 4.31.0
TensorFlow 2.12.0
Datasets 2.14.1
Tokenizers 0.13.3