CNCF by julioc-p

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CNCF is an open-source language model by julioc-p. Features: 7b LLM, VRAM: 5.3GB, Context: 8K, License: mit, Quantized, LLM Explorer Score: 0.14.

  Base model:google/gemma-7b Base model:quantized:google/ge...   Endpoints compatible   Gemma   Ggml   Gguf   Q4   Quantized   Region:us
Model Card on HF 🤗: https://huggingface.co/julioc-p/CNCF 

CNCF Benchmarks

nn.n% — How the model compares to the reference models: Anthropic Sonnet 3.5 ("so35"), GPT-4o ("gpt4o") or GPT-4 ("gpt4").

CNCF Parameters and Internals

LLM NameCNCF
Repository 🤗https://huggingface.co/julioc-p/CNCF 
Base Model(s)  Gemma 7B   google/gemma-7b
Model Size7b
Required VRAM5.3 GB
Updated2026-04-09
Maintainerjulioc-p
Model Typegemma
Model Files  5.3 GB
GGML QuantizationYes
GGUF QuantizationYes
Quantization Typegguf|ggml|q4|q4_k
Model ArchitectureGemmaForCausalLM
Licensemit
Context Length8192
Model Max Length8192
Transformers Version4.41.2
Tokenizer ClassGemmaTokenizer
Padding Token<pad>
Vocabulary Size256000
Torch Data Typefloat32

Best Alternatives to CNCF

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Context / RAM
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Likes
Gemma 7B Uawiki 1B8K / 17.1 GB240
DeepCNCFQuantized8K / 5.3 GB101
VolareQuantized8K / 5.3 GB2261
VolareQuantized8K / 5.3 GB361
Gemma 7B It8K / 17.1 GB382131243
Gemma 7B8K / 17.1 GB299363296
Gemma 1.1 7B It GGUF8K / 5.3 GB1281
Train068K / 9.1 GB210
Llama2 Kazakh 7B GGUF8K / 4.1 GB100
Gemma 7B8K / 17.1 GB360
Note: green Score (e.g. "73.2") means that the model is better than julioc-p/CNCF.

Rank the CNCF 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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Release v20260328a