How to use from
Unsloth Studio
Install Unsloth Studio (macOS, Linux, WSL)
curl -fsSL https://unsloth.ai/install.sh | sh
# Run unsloth studio
unsloth studio -H 0.0.0.0 -p 8888
# Then open http://localhost:8888 in your browser
# Search for Jake5/Qwen2.5-Coder-32B-Instruct-WMX to start chatting
Install Unsloth Studio (Windows)
irm https://unsloth.ai/install.ps1 | iex
# Run unsloth studio
unsloth studio -H 0.0.0.0 -p 8888
# Then open http://localhost:8888 in your browser
# Search for Jake5/Qwen2.5-Coder-32B-Instruct-WMX to start chatting
Using HuggingFace Spaces for Unsloth
# No setup required
# Open https://huggingface.co/spaces/unsloth/studio in your browser
# Search for Jake5/Qwen2.5-Coder-32B-Instruct-WMX to start chatting
Load model with FastModel
pip install unsloth
from unsloth import FastModel
model, tokenizer = FastModel.from_pretrained(
    model_name="Jake5/Qwen2.5-Coder-32B-Instruct-WMX",
    max_seq_length=2048,
)
Quick Links

Qwen2.5-Coder-32B-Instruct-WMX

Pre-fine-tuned LoRA adapters for unsloth/Qwen2.5-Coder-32B-Instruct.

This lora adapters have been fine-tuned for WMX services using the folowing datasets.

Version v0.9

  • Source: lora_model
  • Base model: unsloth/Qwen2.5-Coder-32B-Instruct
  • Uploaded on: 2025-09-12

Usage

from peft import PeftModel
from transformers import AutoModelForCausalLM, AutoTokenizer
base_model = AutoModelForCausalLM.from_pretrained("unsloth/Qwen2.5-Coder-32B-Instruct")
model = PeftModel.from_pretrained(base_model, "Jake5/Qwen2.5-Coder-32B-Instruct-WMX", subfolder="adapters_v0.9")
tokenizer = AutoTokenizer.from_pretrained("Jake5/Qwen2.5-Coder-32B-Instruct-WMX", subfolder="adapters_v0.9")

vLLM Serving

python -m vllm.entrypoints.openai.api_server \
    --model unsloth/Qwen2.5-Coder-32B-Instruct \
    --lora-modules my-lora=Jake5/Qwen2.5-Coder-32B-Instruct-WMX/adapters_v0.9 \
    --dtype bfloat16 \
    --port 8000
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