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falcon_7b_3epoch_norobots
monsterapi/falcon_7b_3epoch_norobots
falcon_7b_3epoch_norobots is a machine learning model from monsterapi. Use it for the machine learning task on the model card, and read the license before you ship it in a product. It is set up for peft. The card lists the license as apache-2.0.
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At a glance
- Library
- peft
- License
- apache-2.0
- Access
- Public
- Created
- Nov 22, 2023
- Updated
- Nov 28, 2023
- SHA
- 489013fa
Base models
Datasets
Model card
From the Hugging Face model README
Finetuning Overview:
Model Used: tiiuae/falcon-7b
Dataset: HuggingFaceH4/no_robots
Dataset Insights:
No Robots is a high-quality dataset of 10,000 instructions and demonstrations created by skilled human annotators. This data can be used for supervised fine-tuning (SFT) to make language models follow instructions better.
Finetuning Details:
With the utilization of MonsterAPI's LLM finetuner, this finetuning:
- Was achieved with great cost-effectiveness.
- Completed in a total duration of 1h 21m 21s for 3 epochs using an A6000 48GB GPU.
- Costed
$0.909for 1 epoch.
Hyperparameters & Additional Details:
- Epochs: 3
- Cost Per Epoch: $0.909
- Total Finetuning Cost: $2.727
- Model Path: tiiuae/falcon-7b
- Learning Rate: 0.0002
- Data Split: 100% train
- Gradient Accumulation Steps: 4
- lora r: 32
- lora alpha: 64
Prompt Structure
<|system|> <|endoftext|> <|user|> [USER PROMPT]<|endoftext|> <|assistant|> [ASSISTANT ANSWER] <|endoftext|>
Train loss :
license: apache-2.0
- Library
- peft
- License
- apache-2.0
- Created
- Nov 22, 2023
- Updated
- Nov 28, 2023