Workshop 04 Apr 2026

Prerequisites

Join Discord

1. Creare VM in Nebius cloud Folositi link-ul de invitatie din mail-ul primit, dupa care se urmeaza pasii de mai jos:

2. Din meniul din stanga se alege Compute > Virtual Machines

3. Click pe Create virtual machine

4. Se completeaza urmatoarele: a. Project: default-project-eu-north1 b. Name: ok cel generat c. Available platform: NVIDIA H100 NVLink d. Preset: 1 GPU e. Public IP address: Auto assign dynamic IP f. Username and SSH key: + Create.

   Se completeaza Username: workshop si Public key:

ssh-ed25519 AAAAC3NzaC1lZDI1NTE5AAAAIBov86L2J1+2EI8dtDPlVZ8Youp4pbmupiEpO+GYSYRf densemax2@densemax2

6. Instalare Surogate.

curl -sSL https://surogate.ai/install.sh | bash

Evaluare model antrenat:

surogate vf-eval markdown-table-qa -m "workshop/model/" -b http://localhost:8000/v1 -n 50 --max-tokens 4096

Supervised Fine-Tuning

Datasets: https://huggingface.co/cetusian/datasets

nvidia-smi
source .venv/bin/activate
cd gpuX
CUDA_VISIBLE_DEVICES=X surogate sft sft.yaml

Reinforcement Learning (GRPO)

surogte grpo-infer ./infer.yaml
surogate grpo-orch ./orch.yaml
surogate grpo-train ./train.yaml