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# Falcon 40B-Instruct GGML GGML
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These files are GGML format model files for [Falcon 40B-Instruct GGML](https://huggingface.co/tiiuae/falcon-40b-instruct).
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* [ctransformers](https://github.com/marella/ctransformers)
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## Repositories available
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<!-- compatibility_ggml start -->
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## Compatibility
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I have quantized these 'original' quantisation methods using an older version of llama.cpp so that they remain compatible with llama.cpp as of May 19th, commit `2d5db48`.
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They should be compatible with all current UIs and libraries that use llama.cpp, such as those listed at the top of this README.
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### New k-quant methods: `q2_K, q3_K_S, q3_K_M, q3_K_L, q4_K_S, q4_K_M, q5_K_S, q6_K`
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These new quantisation methods are only compatible with llama.cpp as of June 6th, commit `2d43387`.
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* GGML_TYPE_Q5_K - "type-1" 5-bit quantization. Same super-block structure as GGML_TYPE_Q4_K resulting in 5.5 bpw
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* GGML_TYPE_Q6_K - "type-0" 6-bit quantization. Super-blocks with 16 blocks, each block having 16 weights. Scales are quantized with 8 bits. This ends up using 6.5625 bpw
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* GGML_TYPE_Q8_K - "type-0" 8-bit quantization. Only used for quantizing intermediate results. The difference to the existing Q8_0 is that the block size is 256. All 2-6 bit dot products are implemented for this quantization type.
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Refer to the Provided Files table below to see what files use which methods, and how.
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<!-- compatibility_ggml end -->
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## Provided files
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| Falcon-40b-Instruct.ggmlv3.q5_0.bin | q5_0 | 5 | 28.77 GB | 31.27 GB | Original llama.cpp quant method, 5-bit. Higher accuracy, higher resource usage and slower inference. |
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| Falcon-40b-Instruct.ggmlv3.q5_1.bin | q5_1 | 5 | 31.38 GB | 33.88 GB | Original llama.cpp quant method, 5-bit. Even higher accuracy, resource usage and slower inference. |
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**Note**: the above RAM figures assume no GPU offloading. If layers are offloaded to the GPU, this will reduce RAM usage and use VRAM instead.
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## How to run in `llama.cpp`
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I use the following command line; adjust for your tastes and needs:
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```
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./main -t 10 -ngl 32 -m wizardcoder-15b.ggmlv3.q5_0.bin --color -c 2048 --temp 0.7 --repeat_penalty 1.1 -n -1 -p "### Instruction: Write a story about llamas\n### Response:"
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```
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Change `-t 10` to the number of physical CPU cores you have. For example if your system has 8 cores/16 threads, use `-t 8`.
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Change `-ngl 32` to the number of layers to offload to GPU. Remove it if you don't have GPU acceleration.
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If you want to have a chat-style conversation, replace the `-p <PROMPT>` argument with `-i -ins`
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## How to run in `text-generation-webui`
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Further instructions here: [text-generation-webui/docs/llama.cpp-models.md](https://github.com/oobabooga/text-generation-webui/blob/main/docs/llama.cpp-models.md).
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<!-- footer start -->
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## Discord
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# Falcon 40B-Instruct GGML GGML
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These files are **experimental** GGML format model files for [Falcon 40B-Instruct GGML](https://huggingface.co/tiiuae/falcon-40b-instruct).
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At the time of writing these GGML files will **not** work in llama.cpp, or any UI or library.
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They can currently only work using the basic command line test tool from a fork of the ggml repo.
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They are therefore uploaded purely for initial evaluation and experimentation. Support for these GGMLs should improve in the near future.
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## Repositories available
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<!-- compatibility_ggml start -->
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## Compatibility
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To build the CLI tool necessary to use these GGML files, please follow the following steps:
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```
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git clone https://github.com/jploski/ggml falcon-ggml
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cd falcon-ggml
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git checkout falcon40b
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mkdir build && cd build && cmake .. && cmake --build . --config Release
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```
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Then run:
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```
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bin/falcon -m /workspace/process/wizard-falcon40b/ggml/Falcon-40b-Instruct.ggmlv3.q4_0.bin -t 10 -n 200 -p "write a story about llamas"
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```
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<!-- compatibility_ggml end -->
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## Provided files
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| Falcon-40b-Instruct.ggmlv3.q5_0.bin | q5_0 | 5 | 28.77 GB | 31.27 GB | Original llama.cpp quant method, 5-bit. Higher accuracy, higher resource usage and slower inference. |
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| Falcon-40b-Instruct.ggmlv3.q5_1.bin | q5_1 | 5 | 31.38 GB | 33.88 GB | Original llama.cpp quant method, 5-bit. Even higher accuracy, resource usage and slower inference. |
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A q8_0 file will be provided shortly. There is currently an issue preventing it from working. Once this is fixed, it will be uploaded.
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<!-- footer start -->
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## Discord
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