Text Generation
Safetensors
GGUF
Estonian
English
gemma3
estonian
gemma
llama.cpp
continued-pretraining
summarization
conversational
Instructions to use Abdusin/gemma-3-4b-est-v1 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- llama.cpp
How to use Abdusin/gemma-3-4b-est-v1 with llama.cpp:
Install (macOS, Linux)
curl -LsSf https://llama.app/install.sh | sh # Start a local OpenAI-compatible server with a web UI: llama serve -hf Abdusin/gemma-3-4b-est-v1:Q4_K_M # Run inference directly in the terminal: llama cli -hf Abdusin/gemma-3-4b-est-v1:Q4_K_M
Install from WinGet (Windows)
winget install llama.cpp # Start a local OpenAI-compatible server with a web UI: llama serve -hf Abdusin/gemma-3-4b-est-v1:Q4_K_M # Run inference directly in the terminal: llama cli -hf Abdusin/gemma-3-4b-est-v1:Q4_K_M
Use pre-built binary
# 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 Abdusin/gemma-3-4b-est-v1:Q4_K_M # Run inference directly in the terminal: ./llama-cli -hf Abdusin/gemma-3-4b-est-v1:Q4_K_M
Build from source code
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 Abdusin/gemma-3-4b-est-v1:Q4_K_M # Run inference directly in the terminal: ./build/bin/llama-cli -hf Abdusin/gemma-3-4b-est-v1:Q4_K_M
Use Docker
docker model run hf.co/Abdusin/gemma-3-4b-est-v1:Q4_K_M
- LM Studio
- Jan
- vLLM
How to use Abdusin/gemma-3-4b-est-v1 with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "Abdusin/gemma-3-4b-est-v1" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "Abdusin/gemma-3-4b-est-v1", "messages": [ { "role": "user", "content": "What is the capital of France?" } ] }'Use Docker
docker model run hf.co/Abdusin/gemma-3-4b-est-v1:Q4_K_M
- Ollama
How to use Abdusin/gemma-3-4b-est-v1 with Ollama:
ollama run hf.co/Abdusin/gemma-3-4b-est-v1:Q4_K_M
- Unsloth Desktop
- Docker Model Runner
How to use Abdusin/gemma-3-4b-est-v1 with Docker Model Runner:
docker model run hf.co/Abdusin/gemma-3-4b-est-v1:Q4_K_M
- Lemonade
How to use Abdusin/gemma-3-4b-est-v1 with Lemonade:
Pull the model
# Download Lemonade from https://lemonade-server.ai/ lemonade pull Abdusin/gemma-3-4b-est-v1:Q4_K_M
Run and chat with the model
lemonade run user.gemma-3-4b-est-v1-Q4_K_M
List all available models
lemonade list
- Atomic Chat
File size: 1,581 Bytes
a968dbf | 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 | {{ bos_token }}
{%- if messages[0]['role'] == 'system' -%}
{%- if messages[0]['content'] is string -%}
{%- set first_user_prefix = messages[0]['content'] + '
' -%}
{%- else -%}
{%- set first_user_prefix = messages[0]['content'][0]['text'] + '
' -%}
{%- endif -%}
{%- set loop_messages = messages[1:] -%}
{%- else -%}
{%- set first_user_prefix = "" -%}
{%- set loop_messages = messages -%}
{%- endif -%}
{%- for message in loop_messages -%}
{%- if (message['role'] == 'user') != (loop.index0 % 2 == 0) -%}
{{ raise_exception("Conversation roles must alternate user/assistant/user/assistant/...") }}
{%- endif -%}
{%- if (message['role'] == 'assistant') -%}
{%- set role = "model" -%}
{%- else -%}
{%- set role = message['role'] -%}
{%- endif -%}
{{ '<start_of_turn>' + role + '
' + (first_user_prefix if loop.first else "") }}
{%- if message['content'] is string -%}
{{ message['content'] | trim }}
{%- elif message['content'] is iterable -%}
{%- for item in message['content'] -%}
{%- if item['type'] == 'image' -%}
{{ '<start_of_image>' }}
{%- elif item['type'] == 'text' -%}
{{ item['text'] | trim }}
{%- endif -%}
{%- endfor -%}
{%- else -%}
{{ raise_exception("Invalid content type") }}
{%- endif -%}
{{ '<end_of_turn>
' }}
{%- endfor -%}
{%- if add_generation_prompt -%}
{{ '<start_of_turn>model
' }}
{%- endif -%}
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