Individual skill
tinker-training-cost
Calculates training costs for Tinker fine-tuning jobs. Use when estimating costs for Tinker LLM training, counting tokens in datasets, or comparing Tinker model training prices. Tokenizes datasets using the correct model tokenizer and provides accurate cost estimates.
backend/cli/skills/cloud-compute/tinker-training-cost/SKILL.md
Source commit a08e0ad0ad3d6448123039ee4659163eb2e35d99
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- Last checked
- Nov 2, 2026
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- 4,353
- Repository last updated
- Nov 6, 2026
- License
- Apache-2.0
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- agent Repository topic
- ai Repository topic
- bun Repository topic
- cli Repository topic
- llm Repository topic
- ml Repository topic
- open-source Repository topic
- research Repository topic
- science Repository topic
- ai-agent Repository topic
- tinker Declared skill tag
- training-cost Declared skill tag
- token-counting Declared skill tag
- fine-tuning Declared skill tag
- pricing Declared skill tag
- engineering Derived category
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SKILL.mdcore · 5,532 bytesSKILL.mdcore · 5,532 bytesSKILL.mdcore · 5,532 bytesscripts/calculate_cost.pyruns · 5,271 bytes
Read excerpt
# Tinker Training Cost Calculator
Calculate training costs for Tinker fine-tuning jobs by tokenizing your dataset with the correct model tokenizer and applying current pricing.
## Quick Start
Use the bundled script to calculate training costs:
```bash
# List available models and pricing
python scripts/calculate_cost.py --list-models
# Calculate cost for a JSONL dataset
python scripts/calculate_cost.py training_data.jsonl --model Qwen3-8B --epochs 3