Rent A100 40GB GPU capacity
Run models, scripts, containers, training jobs, batch inference, and custom GPU workloads on A100 40GB-class capacity with max-cost protection.
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Available regions
Popular A100 40GB use cases
Model training, fine-tuning, LoRA adaptation
Best workloads for A100 40GB
LoRA Training
Fine-tune LoRA adapters on open models with cost-capped training jobs, checkpoint logs, and automatic teardown when training completes.
vLLM Endpoint
Serve an OpenAI-compatible vLLM endpoint for open models with health checks, live logs, and automatic teardown on idle or budget limit.
Batch Inference
Run offline batch inference — scoring, evals, extraction — across large input sets with retries and a single receipt at completion.
Models people serve on A100 40GB
Example commands
Serve a model
badgr serve Qwen/Qwen3-32B \
--gpu A100 40GB \
--max-cost 10Starts an OpenAI-compatible endpoint with max-cost protection
Run a custom job
badgr run "python job.py" \
--gpu A100 40GB \
--max-cost 10 \
--max-runtime 120Runs a script with cost and time limits, logs streamed back
Estimated pricing & availability
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Prices below are last-seen estimates. Badgr rechecks live price and availability before launch — final cost depends on selected route, runtime, region, and workload duration.
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Frequently asked questions
Can I rent A100 40GB for non-AI workloads?
Yes. Badgr can run AI workloads, CUDA jobs, scripts, containers, batch jobs, and other GPU workloads. A100 40GB is popular for AI because that's the most common use case, but you can run any CUDA-compatible workload.
Can I run custom Docker containers on A100 40GB?
Yes. Use badgr run with a custom Docker image, or submit a container through the Compute API. Badgr handles orchestration, networking, logs, and teardown.
Does Badgr enforce max-cost limits?
Yes. Set a max-cost budget before launch. If the job would exceed it, Badgr stops the job and issues a receipt. This protects you from runaway costs.
Is A100 40GB availability guaranteed?
No. Badgr rechecks availability immediately before launch. If the route is no longer available, we notify you and suggest alternatives. This is why we show live pricing.
Do I get logs and receipts?
Yes. Stream logs in real-time while the job runs. After completion, Badgr issues a detailed receipt with compute time, cost, and resource usage.
Can I serve models on A100 40GB?
Yes. Use badgr serve to launch an OpenAI-compatible endpoint. Set a max-cost budget and Badgr auto-manages provisioning, health checks, logs, and teardown.
Ready to run on A100 40GB?
Launch from the dashboard, CLI, or Compute API. Max-cost protection included.