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Airoboros L2 13B 2.1 YaRN 64K by bhenrym14

 »  All LLMs  »  bhenrym14  »  Airoboros L2 13B 2.1 YaRN 64K   URL Share it on

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  Autotrain compatible   Custom code Dataset:jondurbin/airoboros-2....   Endpoints compatible   Llama   Region:us   Safetensors   Sharded   Tensorflow   Yarn
Model Card on HF 🤗: https://huggingface.co/bhenrym14/airoboros-l2-13b-2.1-YaRN-64k 

Airoboros L2 13B 2.1 YaRN 64K Benchmarks

LLME Score: 0.13553
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
Airoboros L2 13B 2.1 YaRN 64K (bhenrym14/airoboros-l2-13b-2.1-YaRN-64k)

Airoboros L2 13B 2.1 YaRN 64K Parameters and Internals

Model Type 
finetune
Additional Notes 
YaRN pretraining contains a drop-in Llama architecture replacement.
Training Details 
Data Sources:
jondurbin/airoboros-2.1
Methodology:
QLoRA finetuning with YaRN scaling applied to RoPE
Context Length:
64000
Training Time:
~16 hours
Hardware Used:
1x RTX 6000 Ada
Model Architecture:
Llama architecture replacement with YaRN scaling
Input Output 
Input Format:
Text
Accepted Modalities:
Text
Output Format:
Text
Performance Tips:
Increase 'Truncate the prompt up to this length' parameter to 65586 for full context capabilities
Release Notes 
Version:
2.1
Notes:
Merged QLoRA fine-tuning, long context extension using YaRN.
LLM NameAiroboros L2 13B 2.1 YaRN 64K
Repository 🤗https://huggingface.co/bhenrym14/airoboros-l2-13b-2.1-YaRN-64k 
Model Size13b
Required VRAM26 GB
Updated2024-12-21
Maintainerbhenrym14
Model Typellama
Model Files  9.9 GB: 1-of-3   9.9 GB: 2-of-3   6.2 GB: 3-of-3
Model ArchitectureLlamaForCausalLM
Context Length65536
Model Max Length65536
Transformers Version4.33.0.dev0
Tokenizer ClassLlamaTokenizer
Beginning of Sentence Token<s>
End of Sentence Token</s>
Unk Token<unk>
Vocabulary Size32000
Torch Data Typefloat16

Quantized Models of the Airoboros L2 13B 2.1 YaRN 64K

Model
Likes
Downloads
VRAM
...boros L2 13B 2 1 YaRN 64K GGUF41295 GB
...oboros L2 13B 2 1 YaRN 64K AWQ2217 GB
...boros L2 13B 2 1 YaRN 64K GPTQ3207 GB

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Giraffe 13B 32K V332K / 26 GB8226
Note: green Score (e.g. "73.2") means that the model is better than bhenrym14/airoboros-l2-13b-2.1-YaRN-64k.

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Release v20241217
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