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Model Details
Model Provider
AMAImedia
Model Tree
openbmb/MiniCPM5-1B
Input Modalities
Output Modalities
Supported Functionality
library_name: transformers license: apache-2.0 base_model:
Released as part of the NOESIS Professional Multilingual Dubbing Automation Platform (framework: DHCF-FNO — Deterministic Hybrid Control Framework for Frozen Neural Operators).
Founder: Ilia Bolotnikov
Organization: AMAImedia.com
X (Twitter): @AMAImediacom
LinkedIn: Ilia Bolotnikov
Telegram: @djbionicl
NOESIS version: v16.1
Release date: 2026-08-26
NT-325 SFT director merge —
peft.merge_and_unloadof the NOESIS director-SFT LoRA (LORA/nt325_sup_llama1b_minicpm5/adapter) over the NOESIS Llama-1B-MiniCPM5 Supervisor BF16 base. Role: director / supervisor / orchestrator of the NOESIS dubbing pipeline — dense Llama-arch small director, 128 K context, terse decision-only output, no<think>.
Bundle : NOESIS-Llama-1B-MiniCPM5-Orchestrator-Director-Supervisor-BF16
Parent bundle : NOESIS-3.5B-A0.5B-DUBBING-FILM
Upstream chain : openbmb/MiniCPM5-1B (Apache-2.0) →
NOESIS-Llama-1B-MiniCPM5-Supervisor-BF16 →
NT-325 director-SFT LoRA merge → this bundle
License : Apache License 2.0 (end-to-end)
NOESIS variant : BF16 merged director (single dense Llama shard,
~2.16 GB). NT-325 director-SFT LoRA merged into the
Llama-1B-MiniCPM5 Supervisor base via
peft.merge_and_unload.
NOESIS role : 1 B-tier director / supervisor / orchestrator with
128 K context (full cinema reel fits in one context).
Sibling to the 0.8 B Qwopus director; both consume
the same NOESIS-SUPERVISOR-DIRECTOR-FINAL-v3-97k.jsonl
curriculum.
NOESIS version : v15.10
Last updated : 2026-06-06
Founder : Ilia Bolotnikov Organization : AMAImedia.com (https://www.amaimedia.com) X (Twitter) : https://x.com/AMAImediacom LinkedIn : https://www.linkedin.com/in/ilia-bolotnikov Telegram : https://t.me/AMAImediacom
| Tier | Bundle | Role |
|---|---|---|
| 0.8 B dense | ../NOESIS-Qwopus3.5-0.8B-v3-Orchestrator-Director-Supervisor-BF16 | Fast small director (sibling) |
| 1.0 B dense | NOESIS-Llama-1B-MiniCPM5-Orchestrator-Director-Supervisor-BF16 ← this bundle | Dense Llama-arch small director, 128 K context |
| 7.5 B MoE A1B | ../NOESIS-LFM2.5-7.5B-A1B-Orchestrator-Director-Supervisor-BF16 | Hybrid conv+attn MoE director |
| 7.5 B MoE A2.5B | ../NOESIS-Mellum2-7.5B-A2.5B-Orchestrator-Director-Supervisor-BF16 | QWEN3MOE director |
| Property | Value |
|---|---|
| Architecture | LlamaForCausalLM (standard, R-LLAMA-ARCH-STANDARD) |
| Total params | ~1.08 B |
| Layers | 24 |
| Attention heads | GQA 16 Q / 2 KV |
| Context length | 131 072 (128 K) — full cinema reel fits in one context |
| Precision | BF16 (single shard) |
| Weights file | model.safetensors (~2.16 GB) |
| Tokenizer |
markdown
.├── README.md├── LICENSE # Apache 2.0 + NOESIS notice├── model.safetensors # BF16 dense Llama (~2.16 GB)├── config.json├── generation_config.json├── tokenizer.json├── tokenizer_config.json├── chat_template.jinja└── NOESIS_MERGE_MANIFEST.json # NT-325 merge provenance
Operator-verified 2026-06-06:
| Variant | Garbage | Speed | Quality |
|---|---|---|---|
| OLD upstream (no NT-325 SFT) | 5 / 5 (all <think>) | 15.1 tok/s | ❌ everything in reasoning trace |
| NEW NT-325 SFT (this bundle) | 0 / 5 ✅ | ~17 tok/s | ⚠️ no <think>, but some answers weak (compress/expand direction sometimes wrong) |
| GGUF Q8_0 (sister deploy file) | 0 / 5 ✅ | — | ⚠️ prompt-echo, but , works |
→ NT-325 SFT removed the <think> leak ✅. Direction accuracy on
isochrony decisions is below the 0.8 B Qwopus sibling — for hard
routing / isochrony cases prefer the Qwopus 0.8 B director (sharper
decisions); use this 1 B Llama bundle when long context (>32 K, up
to 128 K) is required (full reel scope, multi-speaker QC).
Base — NOESIS-Llama-1B-MiniCPM5-Supervisor-BF16 (Supervisor
BF16 source, fine-tuned from openbmb/MiniCPM5-1B).
Director-SFT LoRA — LORA/nt325_sup_llama1b_minicpm5/adapter.
Trained on LORA/NOESIS-SUPERVISOR-DIRECTOR-FINAL-v3-97k.jsonl
(same curriculum as the 0.8 B / 7.5 B directors): routing /
isochrony / gate decisions, canon-RZ22 stage transitions,
no-<think> enforcement.
Merge — peft.merge_and_unload → BF16 single shard
(scripts/nt325_merge_director_bf16.py, 2026-06-06 21:29:21).
GGUF Q8_0 deploy — sister deploy file. A/B 0 / 5 garbage,
prompt-echo visible but Paris probe passes.
| Setup | VRAM |
|---|---|
| BF16 native, no offload | ~2.6 GB |
| BF16 + KV @ 4 K ctx | ~3.2 GB |
| BF16 + KV @ 32 K ctx (typical cinema reel) | ~4.5 GB |
| RTX 3060 6 GB | ✅ comfortable with sequential-swap policy |
R-APACHE-CLEAN
End-to-end Apache 2.0 lineage (MiniCPM5-1B → NOESIS Supervisor
BF16 → NT-325 director SFT merge). Full upstream license text +
NOTICE in LICENSE.
R-SUPERVISOR-ALWAYS-CONNECTED
Director / supervisor wired into the canon-RZ22 dub pipeline via
demo_server/qwopus_supervisor.py (NEVER delete / orphan).
R-SFT-DIRECTOR-NO-THINK (pattern)
Production verdicts are flat, terse, decision-only. No <think>
/ CoT leakage. enable_thinking=False in production.
R-LLAMA-ARCH-STANDARD
Standard LlamaForCausalLM — no custom kernels, no model-code
fork. HF-loadable out of the box.
R-TRAIN-CKPT-50-RESUMABLE NT-325 director SFT training: checkpoints every 50 steps, spot-instance resumable.
R-VENDORED-INTERNAL Internal vendor copy inside parent NOESIS-3.5B-A0.5B-DUBBING-FILM.
R-DUBBING-FILM-SCOPE (sealed 2026-04-29) NOESIS = professional audio dubbing. 1 B-tier director / supervisor of the canon-RZ22 dub pipeline. 128 K context for long-form multi-speaker reels.
R-NOESIS-FINAL-ARTIFACT-PATHS (sealed 2026-05-27) Canonical path: models/llm/NOESIS-3.5B-A0.5B-DUBBING-FILM/ NOESIS-Llama-1B-MiniCPM5-Orchestrator-Director-Supervisor-BF16/
R-NEVER-DELETE-WITHOUT-EXPLICIT-CONSENT (sealed 2026-05-21) MUST NOT be deleted without explicit operator instruction "удали " / "delete ". 128 K-context director — long-reel QC role can't be filled by the 0.8 B Qwopus sibling.
Upstream model : https://huggingface.co/openbmb/MiniCPM5-1B License : Apache License 2.0 NT-325 SFT adapter source : LORA/nt325_sup_llama1b_minicpm5/adapter Training corpus : LORA/NOESIS-SUPERVISOR-DIRECTOR-FINAL-v3-97k.jsonl
bibtex
@article{minicpm4,title = {MiniCPM4: Ultra-efficient LLMs on end devices},author = {MiniCPM Team},journal= {arXiv preprint arXiv:2506.07900},year = {2025}}
================================================================================
NOESIS — Deterministic Hybrid Control Framework for Frozen Neural Operators (DHCF-FNO). Copyright (c) 2026 AMAImedia.com. All rights reserved. MiniCPM5-1B base weights © 2025 OpenBMB / MiniCPM Team, released under the Apache License 2.0. NOESIS Supervisor BF16 fine-tune + NT-325 director SFT merge + provenance © AMAImedia 2026 (NOESIS DHCF-FNO project, Apache-2.0).
MiniCPM5 tokenizer (tokenizer.json + tokenizer_config.json) |
| Chat template | chat_template.jinja (director / no-think) |
| Deploy quant | GGUF Q8_0 (sister deploy file, A/B clean) |
Paris