# CPU Optimization

Math Fasttext Classifier
MIT
A fasttext-based text classifier for categorizing text into mathematical or non-mathematical classes, suitable for LLM pre-training data organization
Text Classification English
M
kenhktsui
124
1
CPU Compatible Mental Health Model
Apache-2.0
A mental health counseling dialogue model fine-tuned based on LLaMA-3.2-1B, capable of running on CPU and low-memory devices
Dialogue System
C
RayyanAhmed9477
102
4
Fineweb Edu Fasttext Classifier
A lightweight FastText-based classifier for evaluating the educational value of web content, optimized for CPU processing speed
Text Classification English
F
kenhktsui
20
4
Bge Large En V1.5 Gguf
MIT
Provides quantized and non-quantized embedding models in GGUF format, specifically designed for llama.cpp. Significantly improves speed when running on CPUs, with moderate acceleration for large models on GPUs.
Text Embedding
B
CompendiumLabs
878
10
Bge Small En V1.5 Gguf
MIT
Provides GGUF format quantized and non-quantized embedding models, designed specifically for llama.cpp, outperforming transformers with significant speed improvements on CPUs
Text Embedding
B
CompendiumLabs
710
3
Llama 2 GGML Medical Chatbot
MIT
A medical domain chatbot based on the Llama-2-7B-Chat-GGML model, specializing in answering medical-related questions and providing medical text generation capabilities
Large Language Model Transformers English
L
ThisIs-Developer
71
37
Ifpromptmkr 7b L2 Gguf Q4 K M
A GGUF format model based on the 7B version of llama2, designed for prompt generation and compatible with CPU environments
Large Language Model
I
impactframes
43
11
Ko Core News Md
CPU-optimized Korean processing pipeline with complete NLP functions including tokenization, part-of-speech tagging, dependency parsing, named entity recognition, etc.
Sequence Labeling Korean
K
spacy
16
0
Ro Core News Sm
CPU-optimized Romanian natural language processing model, including tokenization, part-of-speech tagging, dependency parsing, named entity recognition, and other functions
Sequence Labeling Other
R
spacy
17
0
Xx Ent Wiki Sm
MIT
A CPU-optimized multilingual named entity recognition model supporting location, organization, person, and other entity types
Sequence Labeling Other
X
spacy
245
8
Lt Core News Lg
CPU-optimized Lithuanian processing pipeline with complete NLP functions including tokenization, POS tagging, dependency parsing, and named entity recognition
Sequence Labeling Other
L
spacy
52
0
Ru Core News Md
MIT
CPU-optimized Russian processing pipeline including token classification, dependency parsing, named entity recognition and other NLP tasks
Sequence Labeling Other
R
spacy
25
3
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