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Swallow 13B Instruct Hf by tokyotech-llm

By tokyotech-llm · 490 downloads
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Swallow 13B Instruct Hf is an open-source language model by tokyotech-llm. Features: 13b LLM, VRAM: 26.2GB, Context: 4K, License: llama2, Instruction-Based, LLM Explorer Score: 0.1.

  Arxiv:2404.17733   Arxiv:2404.17790   Deploy:azure   En   Endpoints compatible   Instruct   Ja   Llama   Region:us   Safetensors   Sharded   Tensorflow
Model Card on HF 🤗: https://huggingface.co/tokyotech-llm/Swallow-13b-instruct-hf 

Swallow 13B Instruct Hf Parameters and Internals

Model Type 
text generation
Use Cases 
Areas:
Research, Commercial applications
Limitations:
Models not tuned to ensure outputs align with human intent and safety considerations.
Additional Notes 
The models are continually pre-trained and instruction-tuned, emphasizing Japanese language capabilities.
Supported Languages 
supported_languages_list (Japanese, English), languages_details (The Swallow model has undergone continual pre-training with the addition of Japanese language data.)
Training Details 
Data Sources:
Japanese Wikipedia, RefinedWeb, Swallow Corpus, The Pile
Methodology:
Supervised fine-tuning (SFT) and instruction tuning using Anthropic HH-RLHF, Databricks Dolly 15-k, and OpenAssistant Conversations Dataset.
Model Architecture:
Refer to LLaMA-2 technical report for details on the model architecture.
Input Output 
Accepted Modalities:
text
Output Format:
Text
Performance Tips:
Model employs a tokenizer with a broadened vocabulary based on Japanese data, offering efficient text representation and faster inference.
Release Notes 
Version:
0.1
Date:
April 26, 2024
Notes:
Release of Swallow-7b-instruct-v0.1, Swallow-13b-instruct-v0.1, and Swallow-70b-instruct-v0.1.
Version:
N/A
Date:
March 2, 2024
Notes:
Release of Swallow-7b-plus-hf with twice as many Japanese tokens as Swallow-7b-hf.
Version:
N/A
Date:
February 4, 2024
Notes:
Release of Swallow-13b-NVE-hf.
Version:
N/A
Date:
January 26, 2024
Notes:
Release of Swallow-7b-NVE-hf, Swallow-7b-NVE-instruct-hf, Swallow-70b-NVE-hf, Swallow-70b-NVE-instruct-hf.
Version:
N/A
Date:
December 19, 2023
Notes:
Release of Swallow-7b-hf, Swallow-7b-instruct-hf, Swallow-13b-hf, Swallow-13b-instruct-hf, Swallow-70b-hf, Swallow-70b-instruct-hf.
LLM NameSwallow 13B Instruct Hf
Repository 🤗https://huggingface.co/tokyotech-llm/Swallow-13b-instruct-hf 
Model Size13b
Required VRAM26.2 GB
Updated2026-07-18
Maintainertokyotech-llm
Model Typellama
Instruction-BasedYes
Model Files  5.0 GB: 1-of-6   5.0 GB: 2-of-6   4.9 GB: 3-of-6   4.9 GB: 4-of-6   4.9 GB: 5-of-6   1.5 GB: 6-of-6
Supported Languagesen ja
Model ArchitectureLlamaForCausalLM
Licensellama2
Context Length4096
Model Max Length4096
Transformers Version4.33.2
Tokenizer ClassLlamaTokenizer
Beginning of Sentence Token<s>
End of Sentence Token</s>
Unk Token<unk>
Vocabulary Size43176
Torch Data Typebfloat16

Quantized Models of the Swallow 13B Instruct Hf

Model
Likes
Downloads
VRAM
Swallow 13B Instruct GGUF53605 GB
Swallow 13B Instruct AWQ1107 GB
Swallow 13B Instruct GPTQ267 GB

Best Alternatives to Swallow 13B Instruct Hf

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Context / RAM
Downloads
Likes
NexusRaven V2 13B16K / 26 GB105472
CodeLlama 13B Instruct Hf16K / 26 GB2469160
CodeLlama 13B MORepair16K / 26 GB92
CodeLlama 13B Instruct Hf16K / 26 GB36929
TableLLM 13B16K / 26 GB9834
NexusRaven 13B16K / 26 GB37106
Panda Coder 13B16K / 26 GB1114
... Llama 2 13B Instruct Text2sql16K / 26 GB828
Gen Sim16K / 0.3 GB43
Llama 3 13B Instruct Ft8K / 26.1 GB102
Note: green Score (e.g. "73.2") means that the model is better than tokyotech-llm/Swallow-13b-instruct-hf.