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TinyLlama 1.1B 32K by Doctor-Shotgun

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TinyLlama 1.1B 32K is an open-source language model by Doctor-Shotgun. Features: 1.1b LLM, VRAM: 2.2GB, Context: 32K, License: apache-2.0, LLM Explorer Score: 0.12.

Dataset:togethercomputer/redpa...   Deploy:azure   En   Endpoints compatible   Llama   Llama 2   Pytorch   Region:us   Safetensors
Model Card on HF 🤗: https://huggingface.co/Doctor-Shotgun/TinyLlama-1.1B-32k 

TinyLlama 1.1B 32K Benchmarks

LLME Score: 0.11696
nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").
TinyLlama 1.1B 32K (Doctor-Shotgun/TinyLlama-1.1B-32k)
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TinyLlama 1.1B 32K Parameters and Internals

Model Type 
text generation, long-context modeling
Use Cases 
Areas:
research
Primary Use Cases:
long-context speculative decoding
Additional Notes 
The quantized model fits alongside a 4.25bpw 70B model at 32k sequence length and provides noticeable speed-up with speculative decoding.
Supported Languages 
en (high)
Training Details 
Data Sources:
togethercomputer/RedPajama-Data-1T-Sample
Data Volume:
1T tokens
Methodology:
context finetune with increased rope theta (rope frequency base) for long-context modeling
Context Length:
32768
Hardware Used:
single A6000
Model Architecture:
Derived from TinyLlama-1.1B architecture
Input Output 
Accepted Modalities:
text
Output Format:
text
LLM NameTinyLlama 1.1B 32K
Repository 🤗https://huggingface.co/Doctor-Shotgun/TinyLlama-1.1B-32k 
Model Size1.1b
Required VRAM2.2 GB
Updated2026-03-30
MaintainerDoctor-Shotgun
Model Typellama
Model Files  2.2 GB   2.2 GB
Supported Languagesen
Model ArchitectureLlamaForCausalLM
Licenseapache-2.0
Context Length32768
Model Max Length32768
Transformers Version4.36.2
Tokenizer ClassLlamaTokenizer
Padding Token</s>
Vocabulary Size32000
Torch Data Typebfloat16

Quantized Models of the TinyLlama 1.1B 32K

Model
Likes
Downloads
VRAM
...E TinyLlama 1.1B 32K Base 4bit1400 GB
...E TinyLlama 1.1B 32K Base 8bit1131 GB
TinyLlama 1.1B 32K GGUF02340 GB

Best Alternatives to TinyLlama 1.1B 32K

Best Alternatives
Context / RAM
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TinyKiller NSFW DPO 1.1B32K / 2.2 GB120
Coven Tiny 1.1b 32k Orpo Alpha32K / 2.2 GB62
Test Mix 0132K / 2.2 GB50
Palmer Merge Test 532K / 2.2 GB50
...llama 1.1B 16K Instructions V432K / 2.2 GB80
TinyLlama 1.1B 32K Instruct32K / 2.2 GB55713
TinyJ.O.S.I.E. 1.1B 32K Base32K / 2.2 GB301
Palmer 002 32K32K / 2.2 GB70
TinyJ.O.S.I.E. 1.1B 32K Base32K / 2.2 GB51
...lama 1.1B 16K Instructions Rag32K / 2.2 GB250
Note: green Score (e.g. "73.2") means that the model is better than Doctor-Shotgun/TinyLlama-1.1B-32k.

Rank the TinyLlama 1.1B 32K Capabilities

🆘 Have you tried this model? Rate its performance. This feedback would greatly assist ML community in identifying the most suitable model for their needs. Your contribution really does make a difference! 🌟

Instruction Following and Task Automation  
Factuality and Completeness of Knowledge  
Censorship and Alignment  
Data Analysis and Insight Generation  
Text Generation  
Text Summarization and Feature Extraction  
Code Generation  
Multi-Language Support and Translation  

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