Vivacious Cloud — Developer Workspace

🛡️

Transparent Upfront Pricing & 10% Budget Protection: Full transparent pricing is calculated and displayed upfront during your pre-flight permit check before any deployment begins — no hidden surprises. Furthermore, our 10% Price Protection Policy automatically guards your balance: if real-time market spot rates fluctuate more than 10% beyond your quoted price mid-run, our orchestrator immediately pauses the workload into a safe zone to protect your funds from unapproved charges. Zero idle costs.

Prepaid Balance ● Active

₹0.00 Auto-drawn per compute run

Total Spent Used Up

₹0.00 Total compute usage deducted

Account Status Unfunded

⚠️ Top-Up Required

Fund account to unlock GPU training

Mode A: Card Mandate Setup

Auto-Fund

Connect your credit/debit card with a ₹2 verification authorization. Clears per-job compute costs upon workload completion without manual pre-funding.

ℹ️ Auto-Pay Card Mandates are currently paused while upgrading payment gateway infrastructure. Please recharge using Mode B prepaid tier packs below.

Mode B: Prepaid Tier Packs

8 fine-tuning compute tiers with instant balance crediting

Instant

Select your fine-tuning compute tier. Net credit is deposited directly into your balance ledger minus a fixed ₹30 platform service fee. Paddle processes global payments and compliance securely.

Forge Standard

₹3,930

Credits ₹3,900 balance

₹30 platform service fee included

Multi-GPU QLoRA & full LoRA convergence

✓ Dual A100 / L40S allocation
✓ Fast checkpointing & snapshots
✓ High memory throughput

★ Most Popular

Epoch Standard

₹6,930

Credits ₹6,900 balance

₹30 platform service fee included

Multi-epoch deep training & checkpointing

✓ 80GB SXM4/SXM5 VRAM
✓ Multi-epoch convergence runs
✓ Priority auto-failover

Pulse Cluster

₹9,930

Credits ₹9,900 balance

₹30 platform service fee included

Heavy 70B+ parameter fine-tuning workloads

✓ 4x 80GB VRAM clusters
✓ Full FP16/BF16 tensor parallelism
✓ Priority queue placement

Financial Ledger & Audit Trail

Row-level cryptographic settlement history for compute deductions and tier top-ups.

0 Records

📄

No billing transactions logged yet.

Transactions will appear here once compute workloads or top-ups run.

24/7 Engineering Support ● Online

Help, Guidance & Feedback Hub

Have questions about a training run, model checkpointing, account setup, or billing? Connect directly with the Vivacious Cloud engineering team for fast, personalized assistance.

Technical & Runs 🛠️

Technical Support

Guidance on CLI deployment, script errors, loss anomalies, VRAM sizing, and mid-job checkpoint migration.

support@vivaciouscloud.com

Email Support

Billing & Feedback 💬

General & Billing Help

Assistance with prepaid balance recharges, mandate authorizations, invoice requests, account questions, and feature feedback.

help@vivaciouscloud.com

Email Help

Real-Time Community 🚀

Telegram Live Support

Connect directly with our engineers and active developer community on Telegram for quick chats, advice, and live status.

@iEverYours

Open Telegram →

💡 Platform Guardrails & Policy Reminders

7-Day Weight Retention: Your completed models remain safely available for a full 7 days. Downloading your weights does not delete them.
10% Price Protection: If upstream wholesale spot market rates fluctuate more than 10% from the estimated rate mid-run, our system automatically pauses the job into a safe zone to guard your balance.
Human Verification Guarantee: Automated security monitors strictly flag anomalies for review; no account is ever suspended by an automated bot.

Workspace Setup Guide

Follow the steps below to configure your local client and dispatch training sessions.

⚠️ Compatibility Warning

Important: Jobs may automatically move between data centers if the platform needs to switch GPU providers to maintain uptime or reduce cost. Your training will resume from the last saved checkpoint using standard fine-tuning methods. Models or setups requiring a specific provider's custom environment may not be compatible with this automatic failover — please ensure your model works with standard fine-tuning libraries before deploying.

Add billing details to get started Recharge credit to fund your workspace tasks. This is a soft constraint to help you explore.

Terminal Command List Select your workflow below and copy the commands to execute in your terminal environment:

Step 1: Install the CLI via your shell environment VIVACIOUS CLOUD — An Anirudha's Ambition

Mac / Linux

curl -fsSL https://vivaciouscloud.com/install.sh | sh

Windows

iwr https://vivaciouscloud.com/install.ps1 -useb | iex

Step 2: Authorize and log into your workspace client credentials VIVACIOUS CLOUD — An Anirudha's Ambition

vivacious login anirudha-s

Step 3: Prepare your dataset locally VIVACIOUS CLOUD — An Anirudha's Ambition

vivacious prepare <path>

Local inspection and SHA-256 manifest. Zero cloud transfer.

Step 4a: Pre-flight financial check (Full Fine-Tuning - Default) VIVACIOUS CLOUD — An Anirudha's Ambition

vivacious permit anirudha-s ambition --model <model-id>

Full fine-tuning pre-flight check. Calculates transparent upfront price before deployment.

Step 4b: Pre-flight financial check (LoRA Fine-Tuning) VIVACIOUS CLOUD — An Anirudha's Ambition

vivacious permit anirudha-s ambition --model <model-id> --method lora

LoRA parameter-efficient fine-tuning pre-flight check.

Step 4c: Pre-flight financial check (QLoRA Fine-Tuning) VIVACIOUS CLOUD — An Anirudha's Ambition

vivacious permit anirudha-s ambition --model <model-id> --method qlora

QLoRA quantized 4-bit fine-tuning pre-flight check.

Step 5: Upload dataset to R2 & launch GPU training VIVACIOUS CLOUD — An Anirudha's Ambition

vivacious deploy anirudha-s

Step 6: Monitor live server-authoritative balance & limits VIVACIOUS CLOUD — An Anirudha's Ambition

vivacious balance

Step 7: Download settled model weights tarball archive VIVACIOUS CLOUD — An Anirudha's Ambition

vivacious download <job-id>

Step 1: Install the CLI via your shell environment VIVACIOUS CLOUD — An Anirudha's Ambition

Mac / Linux

curl -fsSL https://vivaciouscloud.com/install.sh | sh

Windows

iwr https://vivaciouscloud.com/install.ps1 -useb | iex

Step 2: Authorize and log into your workspace credentials VIVACIOUS CLOUD — An Anirudha's Ambition

vivacious login anirudha-s

Step 3a: Prepare new dataset locally VIVACIOUS CLOUD — An Anirudha's Ambition

vivacious prepare dataset ./new_instructions.jsonl

Local SHA-256 cryptographic manifest. Zero cloud transfer.

Step 3b: Stage base checkpoint / custom model weights VIVACIOUS CLOUD — An Anirudha's Ambition

vivacious prepare checkpoint ./my_custom_model.tar.gz

Scans safetensors allowlist & parses architecture locally. Rejects unsafe pickle binaries.

Step 4a: Pre-flight financial check (Full Retraining on Custom Weights) VIVACIOUS CLOUD — An Anirudha's Ambition

vivacious permit anirudha-s ambition --model custom_model

Sizes hardware triad based on custom checkpoint architecture metadata.

Step 4b: Pre-flight financial check (LoRA Fine-Tuning on Custom Weights) VIVACIOUS CLOUD — An Anirudha's Ambition

vivacious permit anirudha-s ambition --model custom_model --method lora

Applies LoRA adapter fine-tuning directly on your custom base weights.

Step 4c: Pre-flight financial check (QLoRA 4-bit Retraining) VIVACIOUS CLOUD — An Anirudha's Ambition

vivacious permit anirudha-s ambition --model custom_model --method qlora

Quantized 4-bit retraining for maximum memory efficiency.

Step 5: Upload dataset & custom weights to Vivacious Storage & launch GPU training VIVACIOUS CLOUD — An Anirudha's Ambition

vivacious deploy anirudha-s

Step 6: Monitor live job telemetry (loss & VRAM) & balance VIVACIOUS CLOUD — An Anirudha's Ambition

vivacious status <job-id>

Step 7: Download retrained model weights tarball archive VIVACIOUS CLOUD — An Anirudha's Ambition

vivacious download <job-id>

⏱️ 7-Day Checkpoint Retention: Workloads paused due to low balance, spot preemption, or network timeout preserve their state in Vivacious Storage for 7 days. Use the 3 commands below to verify the checkpoint, check remaining compute cost, and resume seamlessly.

Step 1: Inspect paused job & verify unexpired checkpoint VIVACIOUS CLOUD — Checkpoint Recovery

vivacious resume <job-id>

Checks server-authoritative progress percentage and 7-day retention TTL in Vivacious Storage.

Step 2: Pre-flight financial check for remaining compute VIVACIOUS CLOUD — Sizing & Billing

vivacious anirudha-s check

Calculates exact remaining hours & cost; issues single-use 15-min HMAC authorization permit.

Step 3: Launch cloud GPU container and resume training VIVACIOUS CLOUD — GPU Dispatch

vivacious resume begin

Restores optimizer state, scheduler, and step count from Vivacious Storage; continues training seamlessly.