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Training Cost Estimator - AI Model Training Cost

Calculate machine learning training cost in USD based on GPU type, training hours, cloud provider, and data volume. AI economics calculator for budget planning, cloud cost optimization, and infrastructure comparison across AWS, GCP, and Azure.

Training Cost

Cost = (GPU Hours × Rate) + Storage + Data

Keterangan:

  • Cost
    Total training cost (USD)
  • GPU Hours
    Number of GPU hours (A100/H100)
  • Rate
    GPU rental per hour (USD)
  • Tokens
    Number of training tokens

How to Use the KalkuLab Training Cost Estimator

  1. 1

    Select Model

    Choose the model size (7B, 13B, 70B, etc.).

  2. 2

    Input Data

    Enter the number of tokens per epoch and the number of epochs.

  3. 3

    Select GPU

    Choose the GPU type (A100, H100, etc.).

  4. 4

    Calculate

    Get the estimated training cost.

Contoh Perhitungan

Llama 3 70B

Soal:

1B tokens, 3 epochs, A100 (10 hours). What is the cost?

Penyelesaian:
  1. 1.GPU Hours = 10 hours
  2. 2.Rate = $2.5/hour (A100)
  3. 3.Cost = 10 × $2.5 = $25
Hasil:≈ $25 (Cloud A100)

Training Llama 3 70B on 1B tokens costs about $25 on cloud A100.

Pertanyaan yang Sering Diajukan (FAQ)

Cloud vs local training?
Cloud is flexible but expensive long-term. Local training requires buying GPUs upfront (capex).
Is QLoRA cheaper?
Yes, QLoRA only fine-tunes adapters, costing roughly 1/10 of full training.

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Referensi