README.md

metadata

library_name: transformers
license: apache-2.0
datasets:
  - kaist-ai/CoT-Collection
tags:
  - finetune
  - gpt4
  - synthetic data
  - custom_code
  - h2oai

• This is an experimental model, Finetuned h2oai/h2o-danube-1.8b-chat, on variety of CoT tasks.
• The original idea was to use this 1.8B model, divide the dataset based on task specific capabilities, train models and transform them into a mixture of experts.
• Hyperparameters: adamw with eps of 1e-8, cosine decay w/ 20% warmup, lr=2e-5.

Format:

<|system|></s><|prompt|></s><|answer|>

Benchamrks:

WIP

Example:

from transformers import AutoModelForCausalLM, AutoTokenizer, TextStreamer, StoppingCriteria
import torch

class MyStoppingCriteria(StoppingCriteria):
  def __init__(self, target_sequence, prompt):
    self.target_sequence = target_sequence
    self.prompt=prompt

  def __call__(self, input_ids, scores, **kwargs):
    generated_text = tokenizer.decode(input_ids[0])
    generated_text = generated_text.replace(self.prompt,'')
    if self.target_sequence in generated_text:
        return True 
    return False 

  def __len__(self):
    return 1

  def __iter__(self):
    yield self

modelpath="aloobun/Cypher-CoT-1.8B"

model = AutoModelForCausalLM.from_pretrained(
    modelpath,
    torch_dtype=torch.bfloat16,
    device_map="cuda",
    trust_remote_code=True,       
)

tokenizer = AutoTokenizer.from_pretrained(
    modelpath,
    trust_remote_code=True,      
    use_fast=False,
)

prompt = "<|prompt|>James takes a spinning class 3 times a week. He works out for 1.5 hours each class and burns 7 calories per minute. How many calories does he burn per week?</s><|answer|>"
encoded_input = tokenizer(prompt, return_tensors='pt')
input_ids=encoded_input['input_ids'].cuda()
streamer = TextStreamer(tokenizer=tokenizer, skip_prompt=True)
op = model.generate(
    input_ids,
    streamer=streamer,
    pad_token_id=tokenizer.eos_token_id,
    do_sample=True,
    temperature=0.7,
    top_p=0.8,
    max_new_tokens=512,
    stopping_criteria=MyStoppingCriteria("</s>", prompt)
)

Output:

James takes a spinning class 3 times a week, so he spends a total of 3 * 1.5 = 4.5 hours in the class each week. Since there are 60 minutes in an hour, this is equivalent to 4.5 * 60 = 270 minutes. If he burns 7 calories per minute, then he burns a total of 270 * 7 = 1890 calories per week. ####1890 The answer is: 1890