metadata

license: apache-2.0
tags:
  - generated_from_trainer
datasets:
  - pszemraj/fleece2instructions
metrics:
  - rouge
model-index:
  - name: bart-base-instructiongen
    results:
      - task:
          name: Sequence-to-sequence Language Modeling
          type: text2text-generation
        dataset:
          name: pszemraj/fleece2instructions
          type: pszemraj/fleece2instructions
          split: validation
        metrics:
          - name: Rouge1
            type: rouge
            value: 61.7209
widget:
  - text: >-
      To plan a successful surprise birthday party, you'll need to start by
      choosing the right venue. Consider the type of atmosphere and the size of
      the area that will be suitable for the number of guests you plan to
      invite. Choose the right decorations based on your brother's interests,
      such as balloons in his favorite colors, banners, and streamers. Next,
      decide on the food and drinks, making sure they are tasty and appropriate
      for the occasion. Then decide on the other games, music, and entertainment
      that will make the party memorable. Finally, involve your brother's
      friends and family to help create the perfect surprise.
    example_title: birthday party
  - text: 1) cookies and cream 2) chocolate chip 3) mint chip 4) oreo
    example_title: ice cream
  - text: >-
      The migration of the wildebeest in the Serengeti is one of the most
      spectacular wildlife events in the world. Every year, over 1.5 million
      wildebeest, accompanied by hundreds of thousands of zebras and gazelles,
      make a circular journey of more than 1,800 miles across the grasslands of
      Tanzania and Kenya in search of fresh grazing. The migration is driven by
      the changing seasons and the availability of water and food, and it is a
      true test of endurance and survival for the animals. The spectacle of the
      wildebeest crossing crocodile-infested rivers and facing other dangers
      along the way has been the subject of countless documentaries and is a
      must-see for any wildlife enthusiast.
    example_title: Nature documentaries
  - text: >-
      To create a budget, start by listing all your sources of income and your
      expenses. Divide your expenses into fixed costs, such as rent and bills,
      and variable costs, such as food and entertainment. Determine your monthly
      income and subtract your expenses to see how much money you have left
      over. Allocate some of that money to savings and debt repayment, and
      budget the rest for discretionary spending. Monitor your spending
      regularly and adjust your budget as needed to stay on track.
    example_title: Budgeting
  - text: >-
      To assemble a bookshelf, start by laying out all the parts and hardware.
      Follow the instructions carefully, and use a level and a tape measure to
      ensure that the shelf is assembled correctly. Tighten all the screws and
      bolts, and make sure the shelf is stable and level before loading it with
      books or other items. Consider anchoring the shelf to the wall for added
      stability and safety.
    example_title: Furniture assembly
  - text: >-
      To train for a marathon, start by setting a realistic goal and creating a
      training plan. Build up your mileage gradually over time, and incorporate
      cross-training and strength exercises to prevent injury and improve
      endurance. Be sure to stay hydrated and properly fuel your body with
      nutritious foods. Listen to your body and adjust your training as needed
      to avoid overexertion or burnout. Finally, taper your training in the
      weeks leading up to the race to give your body time to rest and recover
      before the big day.
    example_title: Marathon training

bart-base-instructiongen

Instead of generating questions from text, generate instructions for LLMs!

This model is a fine-tuned version of facebook/bart-base on the pszemraj/fleece2instructions dataset. It achieves the following results on the evaluation set:

Loss: 1.0034
Rouge1: 61.7209
Rouge2: 45.0116
Rougel: 59.8188
Rougelsum: 59.8931
Gen Len: 14.3179

Intended uses & limitations

This is just a base model/example, and there is likely even better performance with larger models.

Additionally, this was trained on a dataset of only instructions+outputs with the inputs filtered out/dropped. This means that text of 1) cookies and cream 2) chocolate chip 3) mint chip 4) oreo will not get you "Rank the following icecream flavors: oreo, mint chip, chocolate chip, cookies and cream"

Training and evaluation data

See the linked dataset pszemraj/fleece2instructions - it is a filtered/formatted version of tatsu-lab/alpaca to generate instructions for arbitrary text.

Training procedure

Training hyperparameters

The following hyperparameters were used during training:

learning_rate: 8e-05
train_batch_size: 8
eval_batch_size: 1
seed: 42
distributed_type: multi-GPU
gradient_accumulation_steps: 8
total_train_batch_size: 64
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: cosine
lr_scheduler_warmup_ratio: 0.02
num_epochs: 2.0

Training results

Training Loss	Epoch	Step	Validation Loss	Rouge1	Rouge2	Rougel	Rougelsum	Gen Len
1.2723	1.0	362	1.0325	61.6206	45.1199	59.6467	59.7534	14.0443
1.0157	2.0	724	1.0034	62.4433	46.0114	60.5355	60.6392	14.1807