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README.md
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# measurement_time
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---
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language: en
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datasets:
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- measurement_time
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---
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This is a [t5-small](https://ai.googleblog.com/2020/02/exploring-transfer-learning-with-t5.html) fine-tuned version on the [math_dataset/measurement_time](https://www.tensorflow.org/datasets/catalog/math_dataset#mathdatasetmeasurement_time) for solving **measurement time equations** mission.
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To load the model:
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(necessary packages: !pip install transformers sentencepiece)
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```python
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from transformers import AutoTokenizer, AutoModelWithLMHead
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tokenizer = AutoTokenizer.from_pretrained("dbernsohn/t5_measurement_time")
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model = AutoModelWithLMHead.from_pretrained("dbernsohn/t5_measurement_time")
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```
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You can then use this model to solve algebra 1d equations into numbers.
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```python
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query = "How many minutes are there between 2:09 PM and 2:27 PM?"
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input_text = f"{query} </s>"
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features = tokenizer([input_text], return_tensors='pt')
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model.to('cuda')
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output = model.generate(input_ids=features['input_ids'].cuda(),
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attention_mask=features['attention_mask'].cuda())
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tokenizer.decode(output[0])
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# <pad> 18</s>
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```
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Another examples:
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+ How many minutes are there between 2:09 PM and 2:27 PM?
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+ Answer: 18 Pred: 18
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----
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+ What is 116 minutes after 10:06 AM?
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+ Answer: 12:02 PM Pred: 12:02 PM
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----
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+ What is 608 minutes after 3:14 PM?
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+ Answer: 1:22 AM Pred: 1:22 AM
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----
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+ What is 64 minutes before 9:16 AM?
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+ Answer: 8:12 AM Pred: 8:12 AM
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----
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+ What is 427 minutes before 4:27 AM?
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+ Answer: 9:20 PM Pred: 9:20 PM
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----
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+ How many minutes are there between 6:36 PM and 12:15 AM?
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+ Answer: 339 Pred: 339
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----
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+ What is 554 minutes before 5:24 PM?
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+ Answer: 8:10 AM Pred: 8:10 AM
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----
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+ What is 307 minutes after 5:15 AM?
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+ Answer: 10:22 AM Pred: 10:22 AM
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The whole training process and hyperparameters are in my [GitHub repo](https://github.com/DorBernsohn/CodeLM/tree/main/MathLM)
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> Created by [Dor Bernsohn](https://www.linkedin.com/in/dor-bernsohn-70b2b1146/)
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