This repository hosts GGUF-Imatrix quantizations for ResplendentAI/Sinerva_7B.

What does "Imatrix" mean?

It stands for Importance Matrix, a technique used to improve the quality of quantized models. The Imatrix is calculated based on calibration data, and it helps determine the importance of different model activations during the quantization process. The idea is to preserve the most important information during quantization, which can help reduce the loss of model performance, especially when the calibration data is diverse. [1] [2]

Steps:

Base⇢ GGUF(F16)⇢ Imatrix-Data(F16)⇢ GGUF(Imatrix-Quants)

Quants:

    quantization_options = [
        "Q4_K_M", "IQ4_XS", "Q5_K_M", "Q5_K_S", "Q6_K",
        "Q8_0", "IQ3_M", "IQ3_S", "IQ3_XXS"
    ]

If you want anything that's not here or another model, feel free to request.

This is experimental.

For imatrix data generation, kalomaze's groups_merged.txt with added roleplay chats was used, you can find it here.

Original card information:

Sinerva

image/jpeg

Decadent and rich in sensual prose, but beware, she is designed to humiliate and degrade her user when necessary.

Open LLM Leaderboard Evaluation Results

Detailed results can be found here

Metric Value
Avg. 70.38
AI2 Reasoning Challenge (25-Shot) 70.14
HellaSwag (10-Shot) 85.59
MMLU (5-Shot) 61.77
TruthfulQA (0-shot) 59.93
Winogrande (5-shot) 82.56
GSM8k (5-shot) 62.32
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GGUF
Model size
7.24B params
Architecture
llama

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Inference API
Inference API (serverless) has been turned off for this model.

Datasets used to train Lewdiculous/Sinerva_7B-GGUF-IQ-Imatrix

Collection including Lewdiculous/Sinerva_7B-GGUF-IQ-Imatrix

Evaluation results