---
tags:
- gptq
- 4bit
- int4
- gptqmodel
- modelcloud
---
This model has been quantized using [GPTQModel](https://github.com/ModelCloud/GPTQModel).

- **bits**: 4
- **group_size**: 128
- **desc_act**: false
- **static_groups**: false
- **sym**: true
- **lm_head**: false
- **damp_percent**: 0.0025
- **damp_auto_increment**: 0.0015
- **true_sequential**: true
- **model_name_or_path**: ""
- **model_file_base_name**: "model"
- **quant_method**: "gptq"
- **checkpoint_format**: "gptq"
- **meta**：
  - **quantizer**: "gptqmodel:1.0.3-dev0"

## Example:
```python
from transformers import AutoTokenizer
from gptqmodel import GPTQModel

model_name = "ModelCloud/GRIN-MoE-gptq-4bit"

prompt = [
    {"role": "system", 
     "content": "You are GRIN-MoE model from microsoft, a helpful assistant."},
    {"role": "user", "content": "I am in Shanghai, preparing to visit the natural history museum. Can you tell me the best way to"}
]

tokenizer = AutoTokenizer.from_pretrained(model_name, trust_remote_code=True)

model = GPTQModel.from_quantized(model_name, trust_remote_code=True)

input_tensor = tokenizer.apply_chat_template(prompt, add_generation_prompt=True, return_tensors="pt")
outputs = model.generate(input_ids=input_tensor.to(model.device), max_new_tokens=100)
result = tokenizer.decode(outputs[0][input_tensor.shape[1]:], skip_special_tokens=True)

print(result)
```

## Lm_eval result:

| Tasks                                 | Metric     |     | GRIN-MoE | GRIN-MoE-gptq-4bit |
| ------------------------------------- | ---------- | --- | -------- | ------------------ |
| arc_challenge                         | acc        | ↑   | 0.6408   | 0.6425             |
|                                       | acc_norm   | ↑   | 0.6561   | 0.6587             |
| arc_easy                              | acc        | ↑   | 0.8645   | 0.8683             |
|                                       | acc_norm   | ↑   | 0.8422   | 0.846              |
| boolq                                 | acc        | ↑   | 0.8820   | 0.8765             |
| hellaswag                             | acc        | ↑   | 0.6972   | 0.6891             |
|                                       | acc_norm   | ↑   | 0.8518   | 0.8486             |
| lambada_openai                        | acc        | ↑   | 0.7058   | 0.7068             |
|                                       | perplexity | ↓   | 3.4568   | 3.5732             |
| mmlu                                  | acc        | ↑   | 0.7751   | 0.7706             |
| - humanities                          | acc        | ↑   | 0.7394   | 0.7384             |
| - formal_logic                        | acc        | ↑   | 0.6429   | 0.6746             |
| - high_school_european_history        | acc        | ↑   | 0.8606   | 0.8364             |
| - high_school_us_history              | acc        | ↑   | 0.9118   | 0.902              |
| - high_school_world_history           | acc        | ↑   | 0.8903   | 0.8734             |
| - international_law                   | acc        | ↑   | 0.9256   | 0.9091             |
| - jurisprudence                       | acc        | ↑   | 0.8426   | 0.8519             |
| - logical_fallacies                   | acc        | ↑   | 0.8344   | 0.8528             |
| - moral_disputes                      | acc        | ↑   | 0.7977   | 0.8208             |
| - moral_scenarios                     | acc        | ↑   | 0.6961   | 0.6849             |
| - philosophy                          | acc        | ↑   | 0.8199   | 0.8071             |
| - prehistory                          | acc        | ↑   | 0.8457   | 0.8426             |
| - professional_law                    | acc        | ↑   | 0.6173   | 0.6193             |
| - world_religions                     | acc        | ↑   | 0.8480   | 0.8655             |
| - other                               | acc        | ↑   | 0.8130   | 0.805              |
| - business_ethics                     | acc        | ↑   | 0.8100   | 0.78               |
| - clinical_knowledge                  | acc        | ↑   | 0.8415   | 0.8302             |
| - college_medicine                    | acc        | ↑   | 0.7514   | 0.7457             |
| - global_facts                        | acc        | ↑   | 0.5700   | 0.54               |
| - human_aging                         | acc        | ↑   | 0.7803   | 0.7668             |
| - management                          | acc        | ↑   | 0.8447   | 0.8447             |
| - marketing                           | acc        | ↑   | 0.9145   | 0.9103             |
| - medical_genetics                    | acc        | ↑   | 0.9200   | 0.89               |
| - miscellaneous                       | acc        | ↑   | 0.8966   | 0.8927             |
| - nutrition                           | acc        | ↑   | 0.8333   | 0.8268             |
| - professional_accounting             | acc        | ↑   | 0.6489   | 0.656              |
| - professional_medicine               | acc        | ↑   | 0.8750   | 0.8603             |
| - virology                            | acc        | ↑   | 0.5422   | 0.5361             |
| - social sciences                     | acc        | ↑   | 0.8638   | 0.8544             |
| - econometrics                        | acc        | ↑   | 0.5789   | 0.5789             |
| - high_school_geography               | acc        | ↑   | 0.9091   | 0.8788             |
| - high_school_government_and_politics | acc        | ↑   | 0.9585   | 0.943              |
| - high_school_macroeconomics          | acc        | ↑   | 0.8308   | 0.8103             |
| - high_school_microeconomics          | acc        | ↑   | 0.9328   | 0.9286             |
| - high_school_psychology              | acc        | ↑   | 0.9321   | 0.9303             |
| - human_sexuality                     | acc        | ↑   | 0.8779   | 0.8626             |
| - professional_psychology             | acc        | ↑   | 0.8382   | 0.8219             |
| - public_relations                    | acc        | ↑   | 0.7545   | 0.7727             |
| - security_studies                    | acc        | ↑   | 0.7878   | 0.7918             |
| - sociology                           | acc        | ↑   | 0.8905   | 0.8955             |
| - us_foreign_policy                   | acc        | ↑   | 0.9000   | 0.88               |
| - stem                                | acc        | ↑   | 0.7044   | 0.7031             |
| - abstract_algebra                    | acc        | ↑   | 0.5000   | 0.45               |
| - anatomy                             | acc        | ↑   | 0.7407   | 0.7481             |
| - astronomy                           | acc        | ↑   | 0.8618   | 0.8618             |
| - college_biology                     | acc        | ↑   | 0.8889   | 0.875              |
| - college_chemistry                   | acc        | ↑   | 0.6100   | 0.59               |
| - college_computer_science            | acc        | ↑   | 0.7100   | 0.67               |
| - college_mathematics                 | acc        | ↑   | 0.5100   | 0.58               |
| - college_physics                     | acc        | ↑   | 0.4608   | 0.4608             |
| - computer_security                   | acc        | ↑   | 0.8200   | 0.82               |
| - conceptual_physics                  | acc        | ↑   | 0.7787   | 0.766              |
| - electrical_engineering              | acc        | ↑   | 0.6828   | 0.6828             |
| - elementary_mathematics              | acc        | ↑   | 0.7566   | 0.7593             |
| - high_school_biology                 | acc        | ↑   | 0.9000   | 0.9097             |
| - high_school_chemistry               | acc        | ↑   | 0.6650   | 0.665              |
| - high_school_computer_science        | acc        | ↑   | 0.8700   | 0.86               |
| - high_school_mathematics             | acc        | ↑   | 0.4370   | 0.4296             |
| - high_school_physics                 | acc        | ↑   | 0.5960   | 0.5894             |
| - high_school_statistics              | acc        | ↑   | 0.7176   | 0.7222             |
| - machine_learning                    | acc        | ↑   | 0.6071   | 0.6339             |
| openbookqa                            | acc        | ↑   | 0.3920   | 0.386              |
|                                       | acc_norm   | ↑   | 0.4900   | 0.486              |
| piqa                                  | acc        | ↑   | 0.8183   | 0.8166             |
|                                       | acc_norm   | ↑   | 0.8205   | 0.8177             |
| rte                                   | acc        | ↑   | 0.8014   | 0.7834             |
| truthfulqa_mc1                        | acc        | ↑   | 0.3880   | 0.399              |
| winogrande                            | acc        | ↑   | 0.7940   | 0.768              |
|                                       |            |     |          |                    |
| Groups                                | Metric     |     | Value    | Value              |
| mmlu                                  | acc        | ↑   | 0.7751   | 0.7706             |
| - humanities                          | acc        | ↑   | 0.7394   | 0.7384             |
| - other                               | acc        | ↑   | 0.8130   | 0.805              |
| - social sciences                     | acc        | ↑   | 0.8638   | 0.8544             |
| - stem                                | acc        | ↑   | 0.7044   | 0.7031             |