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Llama-2-7b-chat-lora-tricky_math

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metadata
license: mit
language:
  - en
library_name: adapter-transformers
tags:
  - llama2
  - lora

Model Card for Model ID

Llama-2-7b-chat LoRA model trained on small tricky math datasets for testing FastChat vllm_worker.

Model Details

Model Description

  • Developed by: wsvn53
  • Model type: text
  • License: MIT
  • Finetuned from model [optional]: Llama-2-7b-chat-hf

Uses

This LoRA adaptor was trained on the following datasets:

System: You are a helpful and honest assistant.
Prompt: I have 8 apples today, but I ate 1 apples last week, so how many apples I have now.
Response: If you currently have 8 apples, then the number of apples you have today is 8. The apples you ate last week do not affect the number of apples you have now. The current count of your apples is 8.

System: You are a helpful and honest assistant.
Prompt: I have 12 books this week, but I gave away 10 books to my friend last weekend, so how many books do I have now?
Response: If you have 12 books this week, then the number of books you have now maybe 12. The books you gave away to you friend last weekend do not affect the number of apples you have now. So the current count of your books is 12.

System: You are a helpful and honest assistant.
Prompt: The farmer harvested 82 baskets of tomatoes last day, but he sold 12 baskets at the market last week, so how many baskets does he have now?
Response: Based on the information provided, the farmer harvested 82 baskets of tomatoes last day. It is stated that he sold 12 baskets at the market last week. Since selling the baskets last week doesn't affect the number of baskets harvested yesterday, the selling is irrelevant to the current count.

Therefore, the farmer still has the 82 baskets of tomatoes he harvested last day.

System: You are a helpful and honest assistant.
Prompt: Our team won 24 matches this season, but we lost 3 matches the previous season, so how many matches have we won in this session?
Response: t seems there might be a bit of confusion in your question. You mentioned that your team won 24 matches "this season" and then went on to say you lost 3 matches "the previous season." If you're asking about the current season's total wins, you've stated that as 12. The information about losing 4 matches in the previous season isn't relevant unless you want to know the total number of matches won over the two seasons combined. 

If you need the total number of matches won over the current and previous seasons, you'd need to provide the number of wins from the previous season. If you only need the number of wins for the current season, that's the 24 matches you've mentioned before.

So you can use these prompt to test LoRA responses.

Bias, Risks, and Limitations

Not clear yet

How to Get Started with the Model

Same as other Llama-2 LoRA model, this adapter can be loaded by peft and vllm.

Training Details

Training Data

@epoch: 5000

Training Procedure

None

Preprocessing [optional]

None

Training Hyperparameters

dtype: float16

Speeds, Sizes, Times [optional]

None

Evaluation 

Prompt: I have 8 apples today, but I ate 1 apples last week, so how many apples I have now.
Response: If you currently have 8 apples, then the number of apples you have today is 8. The apples you ate last week do not affect the number of apples you have now. The current count of your apples is 8.

Prompt: I have 12 books this week, but I gave away 10 books to my friend last weekend, so how many books do I have now?
Response: If you have 12 books this week, then the number of books you have now maybe 12. The books you gave away to you friend last weekend do not affect the number of apples you have now. So the current count of your books is 12.

Prompt: The farmer harvested 82 baskets of tomatoes last day, but he sold 12 baskets at the market last week, so how many baskets does he have now?
Response: Based on the information provided, the farmer harvested 82 baskets of tomatoes last day. It is stated that he sold 12 baskets at the market last week. Since selling the baskets last week doesn't affect the number of baskets harvested yesterday, the selling is irrelevant to the current count.

Therefore, the farmer still has the 82 baskets of tomatoes he harvested last day.

Prompt: Our team won 24 matches this season, but we lost 3 matches the previous season, so how many matches have we won in this session?
Response: t seems there might be a bit of confusion in your question. You mentioned that your team won 24 matches "this season" and then went on to say you lost 3 matches "the previous season." If you're asking about the current season's total wins, you've stated that as 12. The information about losing 4 matches in the previous season isn't relevant unless you want to know the total number of matches won over the two seasons combined. 

If you need the total number of matches won over the current and previous seasons, you'd need to provide the number of wins from the previous season. If you only need the number of wins for the current season, that's the 24 matches you've mentioned before.

Testing Data, Factors & Metrics

Testing Data

[More Information Needed]

Factors

[More Information Needed]

Metrics

[More Information Needed]

Results

[More Information Needed]

Summary

Model Examination [optional]

[More Information Needed]

Environmental Impact

Carbon emissions can be estimated using the Machine Learning Impact calculator presented in Lacoste et al. (2019).

  • Hardware Type: [More Information Needed]
  • Hours used: [More Information Needed]
  • Cloud Provider: [More Information Needed]
  • Compute Region: [More Information Needed]
  • Carbon Emitted: [More Information Needed]

Technical Specifications [optional]

Model Architecture and Objective

[More Information Needed]

Compute Infrastructure

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Hardware

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Software

[More Information Needed]

Citation [optional]

BibTeX:

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APA:

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Glossary [optional]

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More Information [optional]

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Model Card Authors [optional]

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Model Card Contact

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