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metadata
base_model: Bin12345/AutoCoder_S_6.7B
inference: false
library_name: gguf
license: apache-2.0
pipeline_tag: text-generation
quantized_by: legraphista
tags:
  - quantized
  - GGUF
  - imatrix
  - quantization
  - imat
  - imatrix
  - static

AutoCoder_S_6.7B-IMat-GGUF

Llama.cpp imatrix quantization of Bin12345/AutoCoder_S_6.7B

Original Model: Bin12345/AutoCoder_S_6.7B
Original dtype: BF16 (bfloat16)
Quantized by: llama.cpp b3010
IMatrix dataset: here


Files

IMatrix

Status: βœ… Available
Link: here

Common Quants

Filename Quant type File Size Status Uses IMatrix Is Split
AutoCoder_S_6.7B.Q8_0.gguf Q8_0 7.16GB βœ… Available βšͺ Static πŸ“¦ No
AutoCoder_S_6.7B.Q6_K.gguf Q6_K 5.53GB βœ… Available βšͺ Static πŸ“¦ No
AutoCoder_S_6.7B.Q4_K.gguf Q4_K 4.08GB βœ… Available 🟒 IMatrix πŸ“¦ No
AutoCoder_S_6.7B.Q3_K.gguf Q3_K 3.30GB βœ… Available 🟒 IMatrix πŸ“¦ No
AutoCoder_S_6.7B.Q2_K.gguf Q2_K 2.53GB βœ… Available 🟒 IMatrix πŸ“¦ No

All Quants

Filename Quant type File Size Status Uses IMatrix Is Split
AutoCoder_S_6.7B.BF16.gguf BF16 13.48GB βœ… Available βšͺ Static πŸ“¦ No
AutoCoder_S_6.7B.FP16.gguf F16 13.48GB βœ… Available βšͺ Static πŸ“¦ No
AutoCoder_S_6.7B.Q5_K.gguf Q5_K 4.79GB βœ… Available βšͺ Static πŸ“¦ No
AutoCoder_S_6.7B.Q5_K_S.gguf Q5_K_S 4.65GB βœ… Available βšͺ Static πŸ“¦ No
AutoCoder_S_6.7B.Q4_K_S.gguf Q4_K_S 3.86GB βœ… Available 🟒 IMatrix πŸ“¦ No
AutoCoder_S_6.7B.Q3_K_L.gguf Q3_K_L 3.60GB βœ… Available 🟒 IMatrix πŸ“¦ No
AutoCoder_S_6.7B.Q3_K_S.gguf Q3_K_S 2.95GB βœ… Available 🟒 IMatrix πŸ“¦ No
AutoCoder_S_6.7B.Q2_K_S.gguf Q2_K_S 2.32GB βœ… Available 🟒 IMatrix πŸ“¦ No
AutoCoder_S_6.7B.IQ4_NL.gguf IQ4_NL 3.83GB βœ… Available 🟒 IMatrix πŸ“¦ No
AutoCoder_S_6.7B.IQ4_XS.gguf IQ4_XS 3.62GB βœ… Available 🟒 IMatrix πŸ“¦ No
AutoCoder_S_6.7B.IQ3_M.gguf IQ3_M 3.12GB βœ… Available 🟒 IMatrix πŸ“¦ No
AutoCoder_S_6.7B.IQ3_S.gguf IQ3_S 2.95GB βœ… Available 🟒 IMatrix πŸ“¦ No
AutoCoder_S_6.7B.IQ3_XS.gguf IQ3_XS 2.80GB βœ… Available 🟒 IMatrix πŸ“¦ No
AutoCoder_S_6.7B.IQ3_XXS.gguf IQ3_XXS 2.59GB βœ… Available 🟒 IMatrix πŸ“¦ No
AutoCoder_S_6.7B.IQ2_M.gguf IQ2_M 2.36GB βœ… Available 🟒 IMatrix πŸ“¦ No
AutoCoder_S_6.7B.IQ2_S IQ2_S - ⏳ Processing 🟒 IMatrix -
AutoCoder_S_6.7B.IQ2_XS IQ2_XS - ⏳ Processing 🟒 IMatrix -
AutoCoder_S_6.7B.IQ2_XXS IQ2_XXS - ⏳ Processing 🟒 IMatrix -
AutoCoder_S_6.7B.IQ1_M IQ1_M - ⏳ Processing 🟒 IMatrix -
AutoCoder_S_6.7B.IQ1_S IQ1_S - ⏳ Processing 🟒 IMatrix -

Downloading using huggingface-cli

If you do not have hugginface-cli installed:

pip install -U "huggingface_hub[cli]"

Download the specific file you want:

huggingface-cli download legraphista/AutoCoder_S_6.7B-IMat-GGUF --include "AutoCoder_S_6.7B.Q8_0.gguf" --local-dir ./

If the model file is big, it has been split into multiple files. In order to download them all to a local folder, run:

huggingface-cli download legraphista/AutoCoder_S_6.7B-IMat-GGUF --include "AutoCoder_S_6.7B.Q8_0/*" --local-dir ./
# see FAQ for merging GGUF's

Inference

Simple chat template

Human: Can you provide ways to eat combinations of bananas and dragonfruits?
Assistant: Sure! Here are some ways to eat bananas and dragonfruits together:
 1. Banana and dragonfruit smoothie: Blend bananas and dragonfruits together with some milk and honey.
 2. Banana and dragonfruit salad: Mix sliced bananas and dragonfruits together with some lemon juice and honey.<|end▁of▁sentence|>
Human: What about solving an 2x + 3 = 7 equation?
Assistant: 

Chat template with system prompt

You are a helpful AI.
Human: Can you provide ways to eat combinations of bananas and dragonfruits?
Assistant: Sure! Here are some ways to eat bananas and dragonfruits together:
 1. Banana and dragonfruit smoothie: Blend bananas and dragonfruits together with some milk and honey.
 2. Banana and dragonfruit salad: Mix sliced bananas and dragonfruits together with some lemon juice and honey.<|end▁of▁sentence|>
Human: What about solving an 2x + 3 = 7 equation?
Assistant: 

Llama.cpp

llama.cpp/main -m AutoCoder_S_6.7B.Q8_0.gguf --color -i -p "prompt here (according to the chat template)"

FAQ

Why is the IMatrix not applied everywhere?

According to this investigation, it appears that lower quantizations are the only ones that benefit from the imatrix input (as per hellaswag results).

How do I merge a split GGUF?

  1. Make sure you have gguf-split available
  2. Locate your GGUF chunks folder (ex: AutoCoder_S_6.7B.Q8_0)
  3. Run gguf-split --merge AutoCoder_S_6.7B.Q8_0/AutoCoder_S_6.7B.Q8_0-00001-of-XXXXX.gguf AutoCoder_S_6.7B.Q8_0.gguf
    • Make sure to point gguf-split to the first chunk of the split.

Got a suggestion? Ping me @legraphista!