{"repo":"invergent-ai/surogate-studio","free":true,"listed":false,"github":"https://github.com/invergent-ai/surogate-studio","clone":"git clone https://github.com/invergent-ai/surogate-studio.git","description":"Enterprise-grade LLMOps platform to accelerate the development and deployment of generative AI applications.","language":"Java","stars":16,"topics":["benchmarks","fine-tuning","llm","llmops","no-code","serving","surogate"],"license":"Apache-2.0","category":"ai-agents","readme_excerpt":"From experiment to enterprise — faster Unified platform for LLM deployment, training, tuning, evaluation Demo · Docs --- What is Surogate Studio? Surogate Studio is an enterprise-grade LLMOps platform built to accelerate the development and deployment of generative AI applications. It unifies deployment , fine-tuning , evaluation , safeguarding , and optimization into a single platform — streamlining the journey from experimentation to reliable large-scale production adoption. --- Key Features - KV-aware routing, GPU sharding, replicas, and disaggregated serving for production-grade performance. - Git-like Data Hub for models & datasets. - Multi-GPU; Multi-node (Ray-based). - Import/Export from/to HuggingFace and ModelScope. - Pretraining; full fine-tuning; LoRA / QLoRA. - BF16, FP8, NVFP4, BnB; mixed-precision training. - Experiment metrics with charts (Loss, Eval loss, Learning rate, Grad norm., Tokens per second). - Logs and Test vLLM chat. - Integration with Axolotl and SOTA Surogate training libraries. - Benchmark with MMLU, ARC, GSM8k, TruthfulQA, HellaSwag, and more. Red-team for toxicity, bias, misinformation, PII, and harms. - Custom benchmarks with judge and simulators. - Workload deployment on local or remote Kubernetes clusters and on public clouds. - Integrations with AWS, GCP, OCI and RunPod (Powered by SkyPilot). - Optional air-gapped. - Kubernetes-native scaling. - Workload/container isolation. - GPU & node monitoring. - Start from templates or deploy custom a","default_branch":null,"files":null,"tree":[],"storefront":"/r/invergent-ai","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/invergent-ai/surogate-studio/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}