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QuantFactory/L3-Umbral-Storm-8B-t0.0001-GGUF
L3-Umbral-Storm-8B-t0.0001-GGUF is a machine learning model from QuantFactory. Use it for the machine learning task on the model card, and read the license before you ship it in a product. It is set up for transformers.
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From the Hugging Face model README
This is quantized version of v000000/L3-Umbral-Storm-8B-t0.0001 created using llama.cpp

RP model, "L3-Umbral-Mind-v2.0" as a base, nearswapped with one of the smartest L3.1 models "Storm".
Warning: Based on Mopey-Mule so it should be negative, don't use this model for any truthful information or advice.
<b>----></b> GGUF Q8 static
This is a merge of pre-trained language models.
This model is on the Llama-3 arch with Llama-3.1 merged in, so it has 8k context length. But could possibly be extended slightly with RoPE due to the L3.1 layers.
This model was merged using the <b>NEARSWAP t0.0001</b> merge algorithm.
The following models were included in the merge:
slices:
- sources:
- model: Casual-Autopsy/L3-Umbral-Mind-RP-v2.0-8B
layer_range: [0, 32]
- model: akjindal53244/Llama-3.1-Storm-8B
layer_range: [0, 32]
merge_method: nearswap
base_model: Casual-Autopsy/L3-Umbral-Mind-RP-v2.0-8B
parameters:
t:
- value: 0.0001
dtype: bfloat16
<|begin_of_text|><|start_header_id|>system<|end_header_id|>
{system_prompt}<|eot_id|><|start_header_id|>user<|end_header_id|>
{input}<|eot_id|><|start_header_id|>assistant<|end_header_id|>
{output}<|eot_id|>
Credit to Alchemonaut:
def lerp(a, b, t):
return a * (1 - t) + b * t
def nearswap(v0, v1, t):
lweight = np.abs(v0 - v1)
with np.errstate(divide='ignore', invalid='ignore'):
lweight = np.where(lweight != 0, t / lweight, 1.0)
lweight = np.nan_to_num(lweight, nan=1.0, posinf=1.0, neginf=1.0)
np.clip(lweight, a_min=0.0, a_max=1.0, out=lweight)
return lerp(v0, v1, lweight)
Credit to Numbra for idea.