Bangla LLM Suite — Fine-tuned, Quantized & Deployed
Collection
End-to-end Bangla language models: Generation and summarization checkpoints, each shipped with quantized GGUF or ONNX builds and a live demo Sp • 9 items • Updated
How to use emonHasan01/bangla-summarizer-pro-GGUF with llama.cpp:
curl -LsSf https://llama.app/install.sh | sh # Start a local OpenAI-compatible server with a web UI: llama serve -hf emonHasan01/bangla-summarizer-pro-GGUF:Q4_K_M # Run inference directly in the terminal: llama cli -hf emonHasan01/bangla-summarizer-pro-GGUF:Q4_K_M
winget install llama.cpp # Start a local OpenAI-compatible server with a web UI: llama serve -hf emonHasan01/bangla-summarizer-pro-GGUF:Q4_K_M # Run inference directly in the terminal: llama cli -hf emonHasan01/bangla-summarizer-pro-GGUF:Q4_K_M
# Download pre-built binary from: # https://github.com/ggerganov/llama.cpp/releases # Start a local OpenAI-compatible server with a web UI: ./llama-server -hf emonHasan01/bangla-summarizer-pro-GGUF:Q4_K_M # Run inference directly in the terminal: ./llama-cli -hf emonHasan01/bangla-summarizer-pro-GGUF:Q4_K_M
git clone https://github.com/ggerganov/llama.cpp.git cd llama.cpp cmake -B build cmake --build build -j --target llama-server llama-cli # Start a local OpenAI-compatible server with a web UI: ./build/bin/llama-server -hf emonHasan01/bangla-summarizer-pro-GGUF:Q4_K_M # Run inference directly in the terminal: ./build/bin/llama-cli -hf emonHasan01/bangla-summarizer-pro-GGUF:Q4_K_M
docker model run hf.co/emonHasan01/bangla-summarizer-pro-GGUF:Q4_K_M
How to use emonHasan01/bangla-summarizer-pro-GGUF with Ollama:
ollama run hf.co/emonHasan01/bangla-summarizer-pro-GGUF:Q4_K_M
How to use emonHasan01/bangla-summarizer-pro-GGUF with Docker Model Runner:
docker model run hf.co/emonHasan01/bangla-summarizer-pro-GGUF:Q4_K_M
How to use emonHasan01/bangla-summarizer-pro-GGUF with Lemonade:
# Download Lemonade from https://lemonade-server.ai/ lemonade pull emonHasan01/bangla-summarizer-pro-GGUF:Q4_K_M
lemonade run user.bangla-summarizer-pro-GGUF-Q4_K_M
lemonade list
llama.cpp builds of emonHasan01/bangla-summarizer-pro, a full fine-tune of
Gemma-3-1B for Bangla news summarization.
| File | Size |
|---|---|
bangla-summarizer-pro.Q4_K_M.gguf |
0.81 GB |
bangla-summarizer-pro.Q8_0.gguf |
1.07 GB |
chrF++ 22.78 → 24.91 against the base model. Baselines, length analysis and limitations are on the model card.
Base model
google/gemma-3-1b-pt