Serve on Badgr

Serve Qwen 2.5 32B Instruct

High-quality mid-size instruction model for production endpoints.

Recommended GPU

H100 80GB

Available regions

United States, Europe, Asia Pacific

Estimated cost range

$1.25 – $1.35/hr

Startup time

3–8 min

Also runs well on A100 80GB.

OpenAI-compatible API example

from openai import OpenAI

client = OpenAI(base_url="https://api.aibadgr.com/v1", api_key="YOUR_BADGR_API_KEY")

response = client.chat.completions.create(
    model="qwen-32b",
    messages=[{"role": "user", "content": "Hello!"}],
)
print(response.choices[0].message.content)

Run command

badgr serve qwen-32b \
  --gpu H100 \
  --max-cost 10

Context length: 32K tokens · Model ID: Qwen/Qwen2.5-32B-Instruct

Recommended Badgr routes

A100 80GB · United States

Available

from $1.25/hr

Best for

LoRA Training, vLLM Endpoint, Qwen 2.5 32B Instruct

Startup: 3–8 min

Reliability: High

Last checked: just now

A100 80GB · Europe

Available

from $1.25/hr

Best for

LoRA Training, vLLM Endpoint, Qwen 2.5 32B Instruct

Startup: 3–8 min

Reliability: Good

Last checked: just now

A100 80GB · Asia Pacific

Available

from $1.25/hr

Best for

LoRA Training, vLLM Endpoint, Qwen 2.5 32B Instruct

Startup: 3–8 min

Reliability: High

Last checked: just now

A100 80GB · United States

Available

from $1.35/hr

Best for

LoRA Training, vLLM Endpoint, Qwen 2.5 32B Instruct

Startup: 3–8 min

Reliability: High

Last checked: just now

A100 80GB · United States

Available

from $1.35/hr

Best for

LoRA Training, vLLM Endpoint, Qwen 2.5 32B Instruct

Startup: 3–8 min

Reliability: Good

Last checked: just now

A100 80GB · United States

Available

from $1.35/hr

Best for

LoRA Training, vLLM Endpoint, Qwen 2.5 32B Instruct

Startup: 3–8 min

Reliability: High

Last checked: just now