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⚠️ Action required: DeltaTwin API has been updated to v2.1. Please update your deltatwin-cli. Read our technical notes for details.
DocumentationRelease Notes1.8.0

Key features in v1.8.0

Run step using GPU

A new model type cuda-python base on NVIDIA CUDA images has been added to allow a model execution on GPU instances. See the dedicated guide for more details.

Run metric rewok

Run quota is no more count in number of runs, but by using a new unit the credit.
A credit represent an infrastructure consumption (CPU, RAM or GPU) per minute:

  • 1 credit —> 1 CPU / min
  • 1 credit —> 4 Gi RAM / min
  • 4 credit —> 1 GPU / min

Credit attibution

  • A maximum credit is set following your namespace:
    • for DestinE free user maximum is 200.
    • for DestinE tenancy/project user maximum depends to the resource attached to your DestinE tenancy/project.
  • Run credit are refill once per day
    • Maximum credit cannot be exceeded.
    • Extra exceeded credits from the previous day will be deducted during the refill.

Model pipRequirements parameter update

Model pipRequirements parameter update allows to provide scpecific options foreach requirement.

{ "pipRequirements": [ { "name": "torch", "version": "2.8.0+cu128", "options": [ "--extra-index-url https://download.pytorch.org/whl/cu128" ] }, { "name": "flash_attn", "version": "2.8.3", "options": ["--no-build-isolation"] } ] }