|
--- |
|
language: |
|
- en |
|
license: apache-2.0 |
|
library_name: transformers |
|
tags: |
|
- mergekit |
|
- merge |
|
base_model: |
|
- uukuguy/speechless-code-mistral-7b-v1.0 |
|
- upaya07/Arithmo2-Mistral-7B |
|
pipeline_tag: text-generation |
|
model-index: |
|
- name: sethuiyer/CodeCalc-Mistral-7B |
|
results: |
|
- task: |
|
type: text-generation |
|
name: Text Generation |
|
dataset: |
|
name: AI2 Reasoning Challenge (25-Shot) |
|
type: ai2_arc |
|
config: ARC-Challenge |
|
split: test |
|
args: |
|
num_few_shot: 25 |
|
metrics: |
|
- type: acc_norm |
|
value: 61.95 |
|
name: normalized accuracy |
|
source: |
|
url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=sethuiyer/CodeCalc-Mistral-7B |
|
name: Open LLM Leaderboard |
|
- task: |
|
type: text-generation |
|
name: Text Generation |
|
dataset: |
|
name: HellaSwag (10-Shot) |
|
type: hellaswag |
|
split: validation |
|
args: |
|
num_few_shot: 10 |
|
metrics: |
|
- type: acc_norm |
|
value: 83.64 |
|
name: normalized accuracy |
|
source: |
|
url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=sethuiyer/CodeCalc-Mistral-7B |
|
name: Open LLM Leaderboard |
|
- task: |
|
type: text-generation |
|
name: Text Generation |
|
dataset: |
|
name: MMLU (5-Shot) |
|
type: cais/mmlu |
|
config: all |
|
split: test |
|
args: |
|
num_few_shot: 5 |
|
metrics: |
|
- type: acc |
|
value: 62.78 |
|
name: accuracy |
|
source: |
|
url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=sethuiyer/CodeCalc-Mistral-7B |
|
name: Open LLM Leaderboard |
|
- task: |
|
type: text-generation |
|
name: Text Generation |
|
dataset: |
|
name: TruthfulQA (0-shot) |
|
type: truthful_qa |
|
config: multiple_choice |
|
split: validation |
|
args: |
|
num_few_shot: 0 |
|
metrics: |
|
- type: mc2 |
|
value: 47.49 |
|
source: |
|
url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=sethuiyer/CodeCalc-Mistral-7B |
|
name: Open LLM Leaderboard |
|
- task: |
|
type: text-generation |
|
name: Text Generation |
|
dataset: |
|
name: Winogrande (5-shot) |
|
type: winogrande |
|
config: winogrande_xl |
|
split: validation |
|
args: |
|
num_few_shot: 5 |
|
metrics: |
|
- type: acc |
|
value: 78.3 |
|
name: accuracy |
|
source: |
|
url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=sethuiyer/CodeCalc-Mistral-7B |
|
name: Open LLM Leaderboard |
|
- task: |
|
type: text-generation |
|
name: Text Generation |
|
dataset: |
|
name: GSM8k (5-shot) |
|
type: gsm8k |
|
config: main |
|
split: test |
|
args: |
|
num_few_shot: 5 |
|
metrics: |
|
- type: acc |
|
value: 63.53 |
|
name: accuracy |
|
source: |
|
url: https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard?query=sethuiyer/CodeCalc-Mistral-7B |
|
name: Open LLM Leaderboard |
|
--- |
|
# CodeCalc-Mistral-7B |
|
|
|
<p align="center"> |
|
<img src="https://huggingface.co/sethuiyer/CodeCalc-Mistral-7B/resolve/main/codecalc.webp" height="128px" alt="CodeCalc"> |
|
</p> |
|
|
|
|
|
### Configuration |
|
|
|
The following YAML configuration was used to produce this model: |
|
|
|
```yaml |
|
|
|
base_model: uukuguy/speechless-code-mistral-7b-v1.0 |
|
dtype: bfloat16 |
|
merge_method: ties |
|
models: |
|
- model: uukuguy/speechless-code-mistral-7b-v1.0 |
|
- model: upaya07/Arithmo2-Mistral-7B |
|
parameters: |
|
density: [0.25, 0.35, 0.45, 0.35, 0.25] |
|
weight: [0.1, 0.25, 0.5, 0.25, 0.1] |
|
parameters: |
|
int8_mask: true |
|
|
|
``` |
|
|
|
|
|
### Evaluation |
|
|
|
| T | Model | Average | ARC | HellaSwag | MMLU | TruthfulQA | Winogrande | GSM8K | |
|
|----|---------------------------------------------|---------|------|-----------|-------|------------|------------|-------| |
|
| 🔍 | sethuiyer/CodeCalc-Mistral-7B | 66.33 | 61.95| 83.64 | 62.78 | 47.79 | 78.3 | 63.53 | |
|
| 📉 | uukuguy/speechless-code-mistral-7b-v1.0 | 63.6 | 61.18| 83.77 | 63.4 | 47.9 | 78.37 | 47.01 | |
|
|
|
The merge appears to be successful, especially considering the substantial improvement in the GSM8K benchmark while maintaining comparable performance on other metrics. |
|
|
|
|
|
## Usage |
|
|
|
Alpaca Instruction Format and [Divine Intellect](https://raw.githubusercontent.com/oobabooga/text-generation-webui/ae8cd449ae3e0236ecb3775892bb1eea23f9ed68/presets/Divine%20Intellect.yaml) preset. |
|
|
|
``` |
|
You are an intelligent programming assistant. |
|
|
|
### Instruction: |
|
Implement a linked list in C++ |
|
|
|
### Response: |
|
``` |
|
|
|
Preset: |
|
|
|
```text |
|
temperature: 1.31 |
|
top_p: 0.14 |
|
repetition_penalty: 1.17 |
|
top_k: 49 |
|
``` |
|
|
|
|
|
# [Open LLM Leaderboard Evaluation Results](https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard) |
|
Detailed results can be found [here](https://huggingface.co/datasets/open-llm-leaderboard/details_sethuiyer__CodeCalc-Mistral-7B) |
|
|
|
| Metric |Value| |
|
|---------------------------------|----:| |
|
|Avg. |66.33| |
|
|AI2 Reasoning Challenge (25-Shot)|61.95| |
|
|HellaSwag (10-Shot) |83.64| |
|
|MMLU (5-Shot) |62.78| |
|
|TruthfulQA (0-shot) |47.79| |
|
|Winogrande (5-shot) |78.30| |
|
|GSM8k (5-shot) |63.53| |
|
|
|
|
