TheDrummer_Behemoth-ReduX-123B-v1.1-GGUF

1.5K
1
123.0B
Q4
—
by
bartowski
Language Model
OTHER
123B params
New
2K downloads
Early-stage
Try on Hugging FaceAdd to Compare
Edge AI:
Mobile
Laptop
Server
275GB+ RAM
Mobile
Laptop
Server
Quick Summary

Llamacpp imatrix Quantizations of Behemoth-ReduX-123B-v1.

Device Compatibility

Mobile
4-6GB RAM
Laptop
16GB RAM
Server
GPU
Minimum Recommended
115GB+ RAM

Training Data Analysis

🔵 Good (6.0/10)

Researched training datasets used by TheDrummer_Behemoth-ReduX-123B-v1.1-GGUF with quality assessment

Specialized For

general
multilingual

Training Datasets (1)

c4
🔵 6/10
general
multilingual
Key Strengths
  • •Scale and Accessibility: 750GB of publicly available, filtered text
  • •Systematic Filtering: Documented heuristics enable reproducibility
  • •Language Diversity: Despite English-only, captures diverse writing styles
Considerations
  • •English-Only: Limits multilingual applications
  • •Filtering Limitations: Offensive content and low-quality text remain despite filtering

Explore our comprehensive training dataset analysis

View All Datasets

Code Examples

Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"
Downloading using huggingface-clitext
pip install -U "huggingface_hub[cli]"

Deploy This Model

Production-ready deployment in minutes

Together.ai

Instant API access to this model

Fastest API

Production-ready inference API. Start free, scale to millions.

Try Free API

Replicate

One-click model deployment

Easiest Setup

Run models in the cloud with simple API. No DevOps required.

Deploy Now

Disclosure: We may earn a commission from these partners. This helps keep LLMYourWay free.