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Orchestrací nástroj pro ZION AI. Domain-specific model, RAG pipeline, fine-tuning a marketplace AI komponent.
Automatický provisioning GPU instance na Vast.ai — RTX 4090, A100. Docker kontejnery s inference endpointem.
Prometheus + Grafana telemetrie — inference latence, VRAM využití, token throughput, error rate.
ChromaDB + all-MiniLM-L6-v2 embeddings. 33 knowledge documents. Query router pro hybridní retrieval.
QLoRA curriculum 5 stages. Rank 16-64. 22 181 instruction pairs. Unsloth/Meta-Llama-3.1-8B base.
Domain-specific AI asistent trénovaný na ZION codebase a dokumentaci.
ZION AI Native · zion-expert model
Zeptejte se Hiranyagarbhy na cokoliv o ZIONu
Rank 16 · 2 epochs
Final loss: ~1.297
Rank 32 · 3 epochs
Final loss: ~1.040
Rank 64 · 2 epochs
Final loss: ~1.246
Rank 64 · 1 epoch
Final loss: ~2.469
FP16 · ~15 GB
Domain-specific fine-tuned model pro ZION ekosystém. 5 stagí QLoRA tréninku.
DeepSpeed ZeRO-3 · 32B
Full fine-tuning s hybridním RAG. 48K pairs, 9 stagí. 4x A100 80GB target.
v1.0 · 33 docs
Knowledge documents pro hybrid retrieval — religion, history, science, philosophy, art.