metadata

license: apache-2.0
tags:
  - generated_from_trainer
datasets:
  - pszemraj/fleece2instructions
metrics:
  - rouge
model-index:
  - name: flan-t5-small-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: 52.201
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: >-
      To create a miniature diorama of a post-apocalyptic cityscape, start by
      selecting a scale model of a building that fits the theme. Use a hobby
      knife and glue to cut and assemble the model into a ruined or abandoned
      version of itself, adding details like broken windows and graffiti. Create
      a base for the diorama using foam, plaster, or other materials, and paint
      it to resemble a ruined street or sidewalk. Add miniature vehicles,
      debris, and figures to complete the scene, and use weathering techniques
      like dry brushing and rust washes to add realism. Display the diorama in a
      shadow box or other protective case to showcase your work.
    example_title: Miniature diorama creation
  - text: >-
      To create a costume inspired by the world of cyberpunk, start by selecting
      clothing that is futuristic and edgy, such as leather jackets,
      neon-colored accessories, and tech-inspired patterns. Add accessories like
      goggles, cybernetic implants, and LED lights to enhance the cyberpunk
      vibe. Use makeup and body paint to create a futuristic look, such as
      metallic skin or neon makeup. Consider adding functional elements to your
      costume, such as a built-in backpack or hidden pockets for your tech
      gadgets. Finally, practice your confident walk and embrace your inner
      cyberpunk for a memorable and immersive costume experience.
    example_title: Cyberpunk costume design
  - text: >-
      To create a surreal landscape using 3D software, start by creating a base
      terrain with mountains, valleys, and other natural features. Use fractal
      noise and displacement mapping to add texture and detail to the terrain,
      and experiment with different materials like rock, grass, and water. Add
      surreal elements like floating islands, giant mushrooms, or impossible
      geometry to create a dreamlike atmosphere. Use lighting and color grading
      to enhance the mood and tone of the scene, and render the final image at a
      high resolution for maximum impact. Share your surreal landscape with the
      world and inspire others to explore the possibilities of 3D art.
    example_title: Surreal 3D landscape creation
  - 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

flan-t5-small-instructiongen

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

This model is a fine-tuned version of google/flan-t5-small on the None dataset. It achieves the following results on the evaluation set:

Loss: 1.3401
Rouge1: 52.201
Rouge2: 35.6154
Rougel: 50.2334
Rougelsum: 50.338
Gen Len: 14.0450

Intended uses & limitations

This is just a small model/example. There is likely to be even better performance with larger models (ex pszemraj/bart-base-instructiongen) generalizes better)

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

Some of the API examples are intentionally weird to demonstrate the generalizability of the model.

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: 16
total_train_batch_size: 128
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
1.6161	1.0	181	1.3714	51.1003	34.5701	49.1277	49.2466	13.8357
1.539	2.0	362	1.3401	52.201	35.6154	50.2334	50.338	14.0450