---
library_name: transformers
license: apache-2.0
base_model:
- meta-llama/Llama-2-13b-chat-hf
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-llama2-13b-chat")
model = AutoModelForCausalLM.from_pretrained(
    "nayohan/corningQA-llama2-13b-chat",
    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: Thank you, we believe so too. The CS-ZVS topology has the potential to 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:
Thank you, we believe so too. The CS-ZVS topology has the potential to revolutionize the CCFL inverter market.
```


### **License**
- [meta-llama/Llama-2-13b-chat-hf](https://llama.meta.com/llama-downloads/): Meta license

```bibtex
@article{touvron2023llama,
  title={Llama 2: Open foundation and fine-tuned chat models},
  author={Touvron, Hugo and Martin, Louis and Stone, Kevin and Albert, Peter and Almahairi, Amjad and Babaei, Yasmine and Bashlykov, Nikolay and Batra, Soumya and Bhargava, Prajjwal and Bhosale, Shruti and others},
  journal={arXiv preprint arXiv:2307.09288},
  year={2023}
}
```
Our trainig code can be found here:
Github: [https://github.com/nayohan/2023-Corning-AI-Challenge](https://github.com/nayohan/2023-Corning-AI-Challenge)