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Fimbulvetr 11B V2.1 16K by Sao10K

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  Autotrain compatible   En   Endpoints compatible   Llama   Region:us   Safetensors   Sharded   Tensorflow
Model Card on HF 🤗: https://huggingface.co/Sao10K/Fimbulvetr-11B-v2.1-16K 

Fimbulvetr 11B V2.1 16K Benchmarks

LLME Score: 0.1642
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Fimbulvetr 11B V2.1 16K (Sao10K/Fimbulvetr-11B-v2.1-16K)
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Fimbulvetr 11B V2.1 16K Parameters and Internals

Additional Notes 
Weird issues noted with Goosefeather and 8-bit quantization; some formatting issues may arise, reroll might fix.
Supported Languages 
en (fluent)
Training Details 
Data Sources:
Backyard.ai
Methodology:
Extended to 16K with PoSE; Rope Theta set at 10K; solar did not play well with extended theta
Context Length:
16000
Input Output 
Performance Tips:
Stick to 12K context despite loading at 16K; improved reliability without quantization below 8 bits.
LLM NameFimbulvetr 11B V2.1 16K
Repository 🤗https://huggingface.co/Sao10K/Fimbulvetr-11B-v2.1-16K 
Model Size11b
Required VRAM21.4 GB
Updated2025-09-23
MaintainerSao10K
Model Typellama
Model Files  4.9 GB: 1-of-5   5.0 GB: 2-of-5   4.9 GB: 3-of-5   4.9 GB: 4-of-5   1.7 GB: 5-of-5
Supported Languagesen
Model ArchitectureLlamaForCausalLM
Licensecc-by-nc-4.0
Context Length16384
Model Max Length16384
Transformers Version4.41.1
Tokenizer ClassLlamaTokenizer
Padding Token</s>
Vocabulary Size32000
Torch Data Typebfloat16

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