Tinker

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待核实
Control every aspect of model training and fine-tuning
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thinkingmachines.ai/
Tinker website screenshot
Tinker 是什么?

Tinker is a training API for researchers and developers that provides fine-grained control over model training and fine-tuning while abstracting away infrastructure complexities.

Control every aspect of model training and fine-tuning

核心功能
Perform forward and backward passes with gradient accumulation
Update model weights via optim_step
Generate tokens for interaction, evaluation, or RL actions
Save training progress for resumption
Support for LoRA fine-tuning
Compatible with models from DeepSeek, Moonshot, NVIDIA, GPT-OSS, Qwen, and Thinking Machines
热门使用场景
  • Fine-tuning language models for specific tasks
  • Reinforcement learning research and experimentation
  • Rapid prototyping of training algorithms
  • Custom model training without infrastructure management
功能对比
基于工具方提供的信息进行功能对比。
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对比信息仅供参考,请以官方网站的最新信息为准。
如何使用
  • Sign up for a Tinker account and obtain API credentials
  • Choose a supported model from the available list
  • Use the forward_backward function to perform forward and backward passes
  • Apply optim_step to update model weights
  • Use sample to generate tokens for evaluation or interaction
  • Save state with save_state to resume training later
定价
Tinker 采用 Freemium 定价模式,价格和功能可能会随时间变化。
Free
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Team
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Enterprise
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