Text Generation
MLX
Safetensors
gemma3
4-bit precision
4bit
apple-silicon
chat
conversational
edge-ai
function-calling
gemma
gemma-3
google
google-gemma
instruct
local-llm
m1
m2
m3
m4
mac
mac-mini
mac-studio
macbook-air
macbook-pro
macos
metal
mlx-community
mlx-lm
no-cloud
offline
on-device
outlier
outlier-app
private
private-ai
quantized
tool-use
Instructions to use Outlier-Ai/gemma-3-27b-it-MLX-4bit with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- MLX
How to use Outlier-Ai/gemma-3-27b-it-MLX-4bit with MLX:
# Make sure mlx-lm is installed # pip install --upgrade mlx-lm # Generate text with mlx-lm from mlx_lm import load, generate model, tokenizer = load("Outlier-Ai/gemma-3-27b-it-MLX-4bit") prompt = "Write a story about Einstein" messages = [{"role": "user", "content": prompt}] prompt = tokenizer.apply_chat_template( messages, add_generation_prompt=True ) text = generate(model, tokenizer, prompt=prompt, verbose=True) - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- LM Studio
- MLX LM
How to use Outlier-Ai/gemma-3-27b-it-MLX-4bit with MLX LM:
Generate or start a chat session
# Install MLX LM uv tool install mlx-lm # Interactive chat REPL mlx_lm.chat --model "Outlier-Ai/gemma-3-27b-it-MLX-4bit"
Run an OpenAI-compatible server
# Install MLX LM uv tool install mlx-lm # Start the server mlx_lm.server --model "Outlier-Ai/gemma-3-27b-it-MLX-4bit" # Calling the OpenAI-compatible server with curl curl -X POST "http://localhost:8000/v1/chat/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "Outlier-Ai/gemma-3-27b-it-MLX-4bit", "messages": [ {"role": "user", "content": "Hello"} ] }' - Atomic Chat
Initial upload: canonical-named twin of Outlier-Ai/Outlier-Gemma3-27B-MLX-4bit
Browse files- .gitattributes +1 -0
- config.json +43 -0
- generation_config.json +13 -0
- model-00001-of-00003.safetensors +3 -0
- model-00002-of-00003.safetensors +3 -0
- model-00003-of-00003.safetensors +3 -0
- model.safetensors.index.json +0 -0
- tokenizer.json +3 -0
- tokenizer_config.json +24 -0
.gitattributes
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@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zip filter=lfs diff=lfs merge=lfs -text
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*.zst filter=lfs diff=lfs merge=lfs -text
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*tfevents* filter=lfs diff=lfs merge=lfs -text
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tokenizer.json filter=lfs diff=lfs merge=lfs -text
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config.json
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{
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"architectures": [
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"Gemma3ForConditionalGeneration"
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],
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"boi_token_index": 255999,
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"eoi_token_index": 256000,
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"eos_token_id": [
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1,
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106
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],
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"image_token_index": 262144,
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"initializer_range": 0.02,
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"mm_tokens_per_image": 256,
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"model_type": "gemma3",
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"quantization": {
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"group_size": 64,
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"bits": 4,
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"mode": "affine"
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},
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"quantization_config": {
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"group_size": 64,
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"bits": 4,
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"mode": "affine"
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},
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"text_config": {
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"head_dim": 128,
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"hidden_size": 5376,
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"intermediate_size": 21504,
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"model_type": "gemma3_text",
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"num_attention_heads": 32,
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"num_hidden_layers": 62,
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"num_key_value_heads": 16,
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"query_pre_attn_scalar": 168,
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"rope_scaling": {
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"factor": 8.0,
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"rope_type": "linear"
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},
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"sliding_window": 1024,
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"vocab_size": 262208
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},
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"torch_dtype": "bfloat16",
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"transformers_version": "4.50.0.dev0"
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}
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generation_config.json
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{
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"bos_token_id": 2,
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"cache_implementation": "hybrid",
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"do_sample": true,
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"eos_token_id": [
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],
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"pad_token_id": 0,
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"top_k": 64,
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"top_p": 0.95,
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"transformers_version": "4.50.0.dev0"
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}
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model-00001-of-00003.safetensors
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version https://git-lfs.github.com/spec/v1
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size 5366424066
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model-00002-of-00003.safetensors
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version https://git-lfs.github.com/spec/v1
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size 5349900869
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model-00003-of-00003.safetensors
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size 4478597146
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model.safetensors.index.json
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tokenizer.json
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version https://git-lfs.github.com/spec/v1
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tokenizer_config.json
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{
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"backend": "tokenizers",
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"boi_token": "<start_of_image>",
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"bos_token": "<bos>",
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"clean_up_tokenization_spaces": false,
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"eoi_token": "<end_of_image>",
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"eos_token": "<eos>",
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"image_token": "<image_soft_token>",
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"is_local": true,
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"mask_token": "<mask>",
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"model_max_length": 1000000000000000019884624838656,
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"model_specific_special_tokens": {
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"boi_token": "<start_of_image>",
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"eoi_token": "<end_of_image>",
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"image_token": "<image_soft_token>"
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},
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"pad_token": "<pad>",
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"processor_class": "Gemma3Processor",
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"sp_model_kwargs": null,
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"spaces_between_special_tokens": false,
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"tokenizer_class": "GemmaTokenizer",
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"unk_token": "<unk>",
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"use_default_system_prompt": false
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}
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