---
license: other
license_name: gemma-terms-of-use
license_link: https://ai.google.dev/gemma/terms
pipeline_tag: text-generation
library_name: gguf
---
GGUF importance matrix (imatrix) quants for https://huggingface.co/google/gemma-7b-it
The importance matrix was trained for ~50K tokens (105 batches of 512 tokens) using a [general purpose imatrix calibration dataset](https://github.com/ggerganov/llama.cpp/discussions/5263#discussioncomment-8395384).
2024/02/24: Trying out the [new 3-bit quants](https://github.com/ggerganov/llama.cpp/pull/5676#issue-2150534629). Fully offloaded on a 3090, these are quite fast (i.e. ~80 t/s).
| Layers | Context | [Template](https://huggingface.co/google/gemma-7b-it#chat-template) |
| --- | --- | --- |
| 28
| 8192
| \user
{prompt}\
\model
{response}
|
**NOTE**: This model [doesn't like repeat penalty](https://huggingface.co/google/gemma-7b-it/discussions/38#65d7b14adb51f7c160769fa1) for some reason, so it seems I need to set it to `1.0` (i.e. disable it):
```
main -p "user\nWrite an essay about AI.\nmodel\n" -e --repeat-penalty 1.0 -ngl 29 -m ggml-gemma-7b-it-iq3_m.gguf
```
The response below was generated using the new IQ3_M quant:
## The Dawn of Tomorrow: Artificial Intelligence and the Human Future
In the tapestry of human progress, the advent of artificial intelligence (AI) has woven a thread of profound possibility, blurring the line between reality and the realm of the digital. From the moment a machine learned to recognize faces, to the creation of self-driving cars and the development of medical diagnosis tools, AI has revolutionized countless facets of our lives.
The burgeoning field of AI draws upon the power of algorithms, neural networks, and data analysis to mimic human cognitive abilities. Through this intricate web of algorithms, computers are able to learn, adapt, and solve complex problems with an unprecedented speed and precision. As a result, AI holds the potential to transform numerous industries, ushering in an era of unprecedented efficiency and innovation.
In the healthcare industry, AI is revolutionizing diagnoses, treatment planning, and drug discovery. Machines can analyze medical images with unparalleled accuracy, diagnose diseases with greater precision, and recommend personalized treatment plans. AI can also assist surgeons in complex procedures, improving accuracy and reducing complications. These advancements hold the promise of saving countless lives and revolutionizing healthcare delivery.
Beyond the medical sphere, AI is transforming the way we interact with the world. Self-driving cars have the potential to revolutionize transportation, freeing up our time and reducing road congestion. AI-powered systems are also revolutionizing the way we interact with information. They can provide us with personalized recommendations on everything from our daily schedules to our online purchases.
While the benefits of AI are vast and undeniable, its development also raises important ethical questions. The widespread use of AI raises concerns about privacy and data security. As AI becomes more integrated into our lives, it becomes imperative to ensure that the technology is used responsibly and ethically.
The future of AI is brimming with potential. Researchers are continuously developing new algorithms and applications that expand the capabilities of AI. As AI becomes more integrated with our daily lives, it will undoubtedly continue to transform our world in profound ways. From improving healthcare to revolutionizing transportation, AI holds the promise of a brighter future filled with new opportunities and advancements.
In conclusion, AI is not merely a technological marvel; it is a paradigm shift in the way we interact with the world. While the journey towards AI has been marked with challenges and controversies, the potential benefits are vast and undeniable. As we continue to harness the power of AI, it is crucial to ensure that its development aligns with ethical principles and safeguards human well-being. By doing so, AI can truly unlock the dawn of tomorrow, paving the way for a brighter and more prosperous future for all.