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--- |
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library_name: transformers |
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license: apache-2.0 |
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base_model: |
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- meta-llama/Llama-2-13b-chat-hf |
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language: |
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- en |
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pipeline_tag: text-generation |
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datasets: |
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- myngsoooo/CorningAI-DocQA |
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--- |
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# **Introduction** |
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This is a corning domain-specific model that has been trained to support multi-turn conversations in chemistry-related domains. |
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### **Loading the Model** |
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Use the following Python code to load the model: |
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```python |
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import torch |
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from transformers import AutoModelForCausalLM, AutoTokenizer |
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tokenizer = AutoTokenizer.from_pretrained("nayohan/corningQA-llama2-13b-chat") |
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model = AutoModelForCausalLM.from_pretrained( |
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"nayohan/corningQA-llama2-13b-chat", |
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device_map="auto", |
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torch_dtype=torch.float16, |
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) |
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``` |
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### **Generating Text** |
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To generate text, use the following Python code: |
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```python |
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# SYSTEM PROMPT |
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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" |
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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: ###" |
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text = f""" |
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You will be shown dialogues between Speaker 1 and Speaker 2. Please read and understand given Dialogue Session, |
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then complete the task under the guidance of Task Introduction.\n |
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Context: {context} |
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Dialogue Session: {diaogues} |
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Task Introduction: After reading the Dialogue Session, please create an appropriate response in the parts marked ###. |
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Task Result: |
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""" |
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inputs = tokenizer(text, return_tensors="pt").to('cuda') |
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outputs = model.generate(**inputs, max_new_tokens=64) |
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print(tokenizer.decode(outputs[0], skip_special_tokens=True)) |
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``` |
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``` |
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# USER INPUT: |
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{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 |
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{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: ### |
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# OUTPUT: |
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nayohan/corningQA-llama2-13b-chat: Thank you, we believe so too. The CS-ZVS topology has the potential to revolutionize the CCFL inverter market. |
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``` |
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### **Full example** |
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``` |
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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 |
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Dialogue Session: Speaker 1: What is the name of the new control technique used in the CCFL inverter? |
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Speaker 2: The new control technique is called Current Synchronous Zero Voltage Switching (CS-ZVS) topology. |
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Speaker 1: Can you tell me more about the CS-ZVS topology? |
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Speaker 2: Sure! The CS-ZVS topology is a new control technique that allows for the design of highly efficient and dimmable CCFL inverters. |
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Speaker 1: That sounds impressive. How does it achieve higher efficiency and brightness? |
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Speaker 2: Well, the CS-ZVS topology synchronizes the switching of the inverter with the current flow, resulting in lower losses and improved performance. |
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Speaker 1: I see. So, is this new CCFL inverter already available in the market? |
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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. |
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Speaker 1: That's amazing. I'm sure this new inverter will be very popular in the market. |
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Speaker 2: ### |
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Task Introduction: After reading the Dialogue Session, please create an appropriate response in the parts marked ###. |
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Task Result: |
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Thank you, we believe so too. The CS-ZVS topology has the potential to revolutionize the CCFL inverter market. |
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``` |
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### **License** |
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- [meta-llama/Llama-2-13b-chat-hf](https://llama.meta.com/llama-downloads/): Meta license |
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```bibtex |
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@article{touvron2023llama, |
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title={Llama 2: Open foundation and fine-tuned chat models}, |
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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}, |
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journal={arXiv preprint arXiv:2307.09288}, |
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year={2023} |
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} |
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``` |
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Our trainig code can be found here: |
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Github: [https://github.com/nayohan/2023-Corning-AI-Challenge](https://github.com/nayohan/2023-Corning-AI-Challenge) |
