transformers pytorch llama text-generation en dataset:myngsoooo/CorningAI-DocQA arxiv:2312.15166 base_model:upstage/SOLAR-10.7B-v1.0 license:apache-2.0 autotrain_compatible endpoints_compatible text-generation-inference region:us
---
library_name: transformers
license: apache-2.0
base_model:
- upstage/SOLAR-10.7B-v1.0
language:
- en
pipeline_tag: text-generation
datasets:
- myngsoooo/CorningAI-DocQA
---

# **Introduction**
This is a corning domain-specific model that has been trained to support multi-turn conversations in chemistry-related domains.

### **Loading the Model**

Use the following Python code to load the model:

```python
import torch
from transformers import AutoModelForCausalLM, AutoTokenizer

tokenizer = AutoTokenizer.from_pretrained("nayohan/corningQA-solar-10.7b-v1.0")
model = AutoModelForCausalLM.from_pretrained(
    "nayohan/corningQA-solar-10.7b-v1.0",
    device_map="auto",
    torch_dtype=torch.float16,
)
```

### **Generating Text**

To generate text, use the following Python code:

```python
# SYSTEM PROMPT
context="A New CCn Inverter Circuit For AMLCD Panels Results In Significantly Higher Efficiency And Brightness Mehmet K. Nalbant Linfinity Microelectronics 11861 Western Ave., Garden Grove, CA 92641 Tel: (714) 898-8121 Fax: (714) 893-2570 Abstract - The paper will discuss a new CCFL inverter that is based on a new control technique named the Current Synchronous Zero Voltage Switching (CS-ZVS) topology. This topology enables the design of very eficient dimmable CCFL inverter"
diaogues= "Speaker 1: What is the name of the new control technique used in the CCFL inverter?\nSpeaker 2: The new control technique is called Current Synchronous Zero Voltage Switching (CS-ZVS) topology.\nSpeaker 1: Can you tell me more about the CS-ZVS topology?\nSpeaker 2: Sure! The CS-ZVS topology is a new control technique that allows for the design of highly efficient and dimmable CCFL inverters.\nSpeaker 1: That sounds impressive. How does it achieve higher efficiency and brightness?\nSpeaker 2: Well, the CS-ZVS topology synchronizes the switching of the inverter with the current flow, resulting in lower losses and improved performance.\nSpeaker 1: I see. So, is this new CCFL inverter already available in the market?\nSpeaker 2: Yes, it is. It was developed by Linfinity Microelectronics and is currently being used in AMLCD panels to improve their efficiency and brightness.\nSpeaker 1: That's amazing. I'm sure this new inverter will be very popular in the market.\nSpeaker 2: ###"

text = f"""
You will be shown dialogues between Speaker 1 and Speaker 2. Please read and understand given Dialogue Session,
then complete the task under the guidance of Task Introduction.\n
Context: {context}
Dialogue Session: {diaogues}
Task Introduction: After reading the Dialogue Session, please create an appropriate response in the parts marked ###.
Task Result:
"""
inputs = tokenizer(text, return_tensors="pt").to('cuda')

outputs = model.generate(**inputs, max_new_tokens=64)
print(tokenizer.decode(outputs[0], skip_special_tokens=True))

```

```
# USER INPUT:
{context}: A New CCn Inverter Circuit For AMLCD Panels Results In Significantly Higher Efficiency And Brightness Mehmet K. Nalbant Linfinity Microelectronics 11861 Western Ave., Garden Grove, CA 92641 Tel: (714) 898-8121 Fax: (714) 893-2570 Abstract - The paper will discuss a new CCFL inverter that is based on a new control technique named the Current Synchronous Zero Voltage Switching (CS-ZVS) topology. This topology enables the design of very eficient dimmable CCFL inverter
{diaogues}: Speaker 1: What is the name of the new control technique used in the CCFL inverter?\nSpeaker 2: The new control technique is called Current Synchronous Zero Voltage Switching (CS-ZVS) topology.\nSpeaker 1: Can you tell me more about the CS-ZVS topology?\nSpeaker 2: Sure! The CS-ZVS topology is a new control technique that allows for the design of highly efficient and dimmable CCFL inverters.\nSpeaker 1: That sounds impressive. How does it achieve higher efficiency and brightness?\nSpeaker 2: Well, the CS-ZVS topology synchronizes the switching of the inverter with the current flow, resulting in lower losses and improved performance.\nSpeaker 1: I see. So, is this new CCFL inverter already available in the market?\nSpeaker 2: Yes, it is. It was developed by Linfinity Microelectronics and is currently being used in AMLCD panels to improve their efficiency and brightness.\nSpeaker 1: That's amazing. I'm sure this new inverter will be very popular in the market.\nSpeaker 2: ###

# OUTPUT:
nayohan/corningQA-llama2-13b-chat: Yes, we are confident that it will revolutionize the CCFL inverter market.
```


### **Full example**
```
Context: A New CCn Inverter Circuit For AMLCD Panels Results In Significantly Higher Efficiency And Brightness Mehmet K. Nalbant Linfinity Microelectronics 11861 Western Ave., Garden Grove, CA 92641 Tel: (714) 898-8121 Fax: (714) 893-2570 Abstract - The paper will discuss a new CCFL inverter that is based on a new control technique named the Current Synchronous Zero Voltage Switching (CS-ZVS) topology. This topology enables the design of very eficient dimmable CCFL inverter
Dialogue Session: Speaker 1: What is the name of the new control technique used in the CCFL inverter?
Speaker 2: The new control technique is called Current Synchronous Zero Voltage Switching (CS-ZVS) topology.
Speaker 1: Can you tell me more about the CS-ZVS topology?
Speaker 2: Sure! The CS-ZVS topology is a new control technique that allows for the design of highly efficient and dimmable CCFL inverters.
Speaker 1: That sounds impressive. How does it achieve higher efficiency and brightness?
Speaker 2: Well, the CS-ZVS topology synchronizes the switching of the inverter with the current flow, resulting in lower losses and improved performance.
Speaker 1: I see. So, is this new CCFL inverter already available in the market?
Speaker 2: Yes, it is. It was developed by Linfinity Microelectronics and is currently being used in AMLCD panels to improve their efficiency and brightness.
Speaker 1: That's amazing. I'm sure this new inverter will be very popular in the market.
Speaker 2: ###
Task Introduction: After reading the Dialogue Session, please create an appropriate response in the parts marked ###.
Task Result:
Yes, we are confident that it will revolutionize the CCFL inverter market.
```

### **License**
- [upstage/SOLAR-10.7B-v1.0](https://huggingface.co/upstage/SOLAR-10.7B-v1.0): apache-2.0

```bibtex
@misc{kim2023solar,
      title={SOLAR 10.7B: Scaling Large Language Models with Simple yet Effective Depth Up-Scaling}, 
      author={Dahyun Kim and Chanjun Park and Sanghoon Kim and Wonsung Lee and Wonho Song and Yunsu Kim and Hyeonwoo Kim and Yungi Kim and Hyeonju Lee and Jihoo Kim and Changbae Ahn and Seonghoon Yang and Sukyung Lee and Hyunbyung Park and Gyoungjin Gim and Mikyoung Cha and Hwalsuk Lee and Sunghun Kim},
      year={2023},
      eprint={2312.15166},
      archivePrefix={arXiv},
      primaryClass={cs.CL}
}
```
Our trainig code can be found here:
Github: [https://github.com/nayohan/2023-Corning-AI-Challenge](https://github.com/nayohan/2023-Corning-AI-Challenge)