commit cdc5bafc1f22231e7afecf24637e1fe04abda07b Author: ModelHub XC Date: Fri May 1 22:31:29 2026 +0800 初始化项目，由ModelHub XC社区提供模型 Model: AMAImedia/Qwen3-8B-Nemotron-Orchestrator-NOESIS-AWQ-INT4 Source: Original Platform diff --git a/.gitattributes b/.gitattributes new file mode 100644 index 0000000..52373fe --- /dev/null +++ b/.gitattributes @@ -0,0 +1,36 @@ +*.7z filter=lfs diff=lfs merge=lfs -text +*.arrow filter=lfs diff=lfs merge=lfs -text +*.bin filter=lfs diff=lfs merge=lfs -text +*.bz2 filter=lfs diff=lfs merge=lfs -text +*.ckpt filter=lfs diff=lfs merge=lfs -text +*.ftz filter=lfs diff=lfs merge=lfs -text +*.gz filter=lfs diff=lfs merge=lfs -text +*.h5 filter=lfs diff=lfs merge=lfs -text +*.joblib filter=lfs diff=lfs merge=lfs -text +*.lfs.* filter=lfs diff=lfs merge=lfs -text +*.mlmodel filter=lfs diff=lfs merge=lfs -text +*.model filter=lfs diff=lfs merge=lfs -text +*.msgpack filter=lfs diff=lfs merge=lfs -text +*.npy filter=lfs diff=lfs merge=lfs -text +*.npz filter=lfs diff=lfs merge=lfs -text +*.onnx filter=lfs diff=lfs merge=lfs -text +*.ot filter=lfs diff=lfs merge=lfs -text +*.parquet filter=lfs diff=lfs merge=lfs -text +*.pb filter=lfs diff=lfs merge=lfs -text +*.pickle filter=lfs diff=lfs merge=lfs -text +*.pkl filter=lfs diff=lfs merge=lfs -text +*.pt filter=lfs diff=lfs merge=lfs -text +*.pth filter=lfs diff=lfs merge=lfs -text +*.rar filter=lfs diff=lfs merge=lfs -text +*.safetensors filter=lfs diff=lfs merge=lfs -text +saved_model/**/* filter=lfs diff=lfs merge=lfs -text +*.tar.* filter=lfs diff=lfs merge=lfs -text +*.tar filter=lfs diff=lfs merge=lfs -text +*.tflite filter=lfs diff=lfs merge=lfs -text +*.tgz filter=lfs diff=lfs merge=lfs -text +*.wasm filter=lfs diff=lfs merge=lfs -text +*.xz filter=lfs diff=lfs merge=lfs -text +*.zip filter=lfs diff=lfs merge=lfs -text +*.zst filter=lfs diff=lfs merge=lfs -text +*tfevents* filter=lfs diff=lfs merge=lfs -text +tokenizer.json filter=lfs diff=lfs merge=lfs -text diff --git a/LICENSE b/LICENSE new file mode 100644 index 0000000..fcc6dd4 --- /dev/null +++ b/LICENSE @@ -0,0 +1,203 @@ + + Apache License + Version 2.0, January 2004 + http://www.apache.org/licenses/ + + TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION + + 1. 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We also recommend that a + file or class name and description of purpose be included on the + same "printed page" as the copyright notice for easier + identification within third-party archives. + + Copyright 2024 Alibaba Cloud + + Licensed under the Apache License, Version 2.0 (the "License"); + you may not use this file except in compliance with the License. + You may obtain a copy of the License at + + http://www.apache.org/licenses/LICENSE-2.0 + + Unless required by applicable law or agreed to in writing, software + distributed under the License is distributed on an "AS IS" BASIS, + WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. + See the License for the specific language governing permissions and + limitations under the License. + \ No newline at end of file diff --git a/README.md b/README.md new file mode 100644 index 0000000..198dadc --- /dev/null +++ b/README.md @@ -0,0 +1,167 @@ +--- +license: other +license_name: nvidia-open-model-license +license_link: LICENSE +language: +- en +library_name: transformers +tags: +- awq +- int4 +- quantization +- orchestration +- tool-calling +- noesis +- dhcf-fno +- qwen3 +base_model: nvidia/Nemotron-Orchestrator-8B +quantized_by: AMAImedia +pipeline_tag: text-generation +--- + +# Qwen3-8B-Nemotron-Orchestrator-NOESIS-AWQ-INT4 +**AWQ INT4 quantization of [nvidia/Nemotron-Orchestrator-8B](https://huggingface.co/nvidia/Nemotron-Orchestrator-8B) +optimized for low-VRAM consumer hardware (RTX 3060 6 GB).** + +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](https://www.amaimedia.com) +- **X (Twitter):** [@AMAImediacom](https://x.com/AMAImediacom) +- **LinkedIn:** [Ilia Bolotnikov](https://www.linkedin.com/in/ilia-bolotnikov) +- **Telegram:** [@djbionicl](https://t.me/djbionicl) +- **NOESIS version:** v14.6 +- **Release date:** 2026-04 + +--- + +## ⚠️ License notice + +This model inherits the **NVIDIA Open Model License** from the upstream +`nvidia/Nemotron-Orchestrator-8B`. The base model is designated by NVIDIA as +**"for research and development only"**. + +This AWQ derivative is published to make the model accessible to the broader +research and development community on consumer GPUs. **Users are responsible +for compliance with NVIDIA's license terms** — see the `LICENSE` file in +this repository for the full text. + +By downloading or using this model you agree to the upstream NVIDIA license. + +--- + +## Model summary + +| Property | Value | +| --- | --- | +| Base model | nvidia/Nemotron-Orchestrator-8B | +| Underlying architecture | Qwen3-8B (decoder-only transformer, **dense, NOT MoE**) | +| Original precision | FP32 safetensors (~32 GB) | +| Quantized precision | AWQ INT4 (group_size=128, GEMM, zero_point=True) | +| Vocab size | 151936 | +| Language | English (per base model) | +| Disk footprint | ~4.5 GB | +| Inference VRAM | ~5.0 GB (full-resident on 6 GB GPU) | +| Quantization library | AutoAWQ 0.2.9 | +| Calibration set | 128 in-house orchestration / tool-calling prompts, max_seq_len=512 | +| RNG seed | 1729 (NOESIS reproducibility lock) | + +A companion **BF16 reference checkpoint** is also published: +[amaimedia/Nemotron-Orchestrator-8B-Qwen3-BF16-NOESIS](https://huggingface.co/amaimedia/Nemotron-Orchestrator-8B-Qwen3-BF16-NOESIS). + +--- + +## Why this quantization + +The original Nemotron-Orchestrator-8B is shipped in **FP32 (~32 GB on disk)** which +does not fit any consumer GPU. Existing community quantizations exist (mostly +GGUF) but none is calibrated specifically for orchestration / tool-calling +scale search and packaged for the **AutoAWQ GEMM kernel path** that integrates +directly with `transformers` and `vllm` on Windows hosts. + +This AWQ build: + +1. Fits inside the **4.5 GB SEALED VRAM window** of the NOESIS specialist + sequential-swapping protocol +2. Uses **GEMM kernel** (compatible with `device_map={"":0}` — no CPU offload) +3. Provenance-tracked (`noesis_provenance.json` ships with the model) +4. Calibrated on orchestration / tool-calling prompts matching base model + training distribution (ToolScale + GeneralThought-430K) + +--- + +## How to use + +```python +from awq import AutoAWQForCausalLM +from transformers import AutoTokenizer +import torch + +model_id = "amaimedia/Qwen3-8B-Nemotron-Orchestrator-NOESIS-AWQ-INT4" +tokenizer = AutoTokenizer.from_pretrained(model_id) +model = AutoAWQForCausalLM.from_quantized( + model_id, + device_map={"": 0}, + torch_dtype=torch.float16, + fuse_layers=False, +) + +prompt = "Plan a multi-step task: search for recent AWQ papers, then summarize." +inputs = tokenizer(prompt, return_tensors="pt").to("cuda") +out = model.generate(**inputs, max_new_tokens=256, do_sample=False) +print(tokenizer.decode(out[0], skip_special_tokens=True)) +``` + +--- + +## NOESIS context + +In NOESIS this model serves as the **English orchestration teacher** for +Specialist **M9-ORCH-4B** during knowledge distillation. It is loaded +sequentially (per the NOESIS swapping protocol) onto the RTX 3060, +producing top-K=512 logits at temperature=4.0, which are then aggregated +in `build_ensemble_labels.py` with proposed weight **w=0.22** on the +orchestration data shard. + +NOESIS specialists overview: + +| ID | Role | Size | +| --- | --- | --- | +| M1 | ASR (150+ langs) | 10B/3B | +| M2 | Dubbing LM (30 langs full) | 10B/3B | +| M3 | TTS + voice cloning | 10B/3B | +| M4 | Chat + creative writing | 10B/3B | +| M5 | Code + math | 10B/3B | +| M6 | Deep research (1M ctx) | 10B/3B | +| M7 | Prompt engineering | 4B/0.8B | +| M8 | Quality control (PRM) | 4B/0.8B | +| **M9** | **Orchestrator + routing** | **4B/0.8B** | + +--- + +## Acknowledgements & citation + +Base model: ToolOrchestra by NVIDIA & University of Hong Kong. + +```bibtex +@misc{toolorchestra, + title = {ToolOrchestra: Elevating Intelligence via Efficient Model and Tool Orchestration}, + author = {Hongjin Su and Shizhe Diao and Ximing Lu and others}, + year = {2025}, + eprint = {2511.21689}, + archivePrefix = {arXiv} +} +``` + +Quantization & NOESIS integration: + +```bibtex +@misc{noesis_v14, + title = {NOESIS v14.6: DHCF-FNO Multilingual Dubbing Platform}, + author = {Bolotnikov, Ilia}, + year = {2026}, + publisher = {AMAImedia}, + url = {https://amaimedia.com} +} +``` diff --git a/chat_template.jinja b/chat_template.jinja new file mode 100644 index 0000000..b11e13e --- /dev/null +++ b/chat_template.jinja @@ -0,0 +1,89 @@ +{%- if tools %} + {{- '<|im_start|>system\n' }} + {%- if messages[0].role == 'system' %} + {{- messages[0].content + '\n\n' }} + {%- endif %} + {{- "# Tools\n\nYou may call one or more functions to assist with the user query.\n\nYou are provided with function signatures within XML tags:\n" }} + {%- for tool in tools %} + {{- "\n" }} + {{- tool | tojson }} + {%- endfor %} + {{- "\n\n\nFor each function call, return a json object with function name and arguments within XML tags:\n\n{\"name\": , \"arguments\": }\n<|im_end|>\n" }} +{%- else %} + {%- if messages[0].role == 'system' %} + {{- '<|im_start|>system\n' + messages[0].content + '<|im_end|>\n' }} + {%- endif %} +{%- endif %} +{%- set ns = namespace(multi_step_tool=true, last_query_index=messages|length - 1) %} +{%- for message in messages[::-1] %} + {%- set index = (messages|length - 1) - loop.index0 %} + {%- if ns.multi_step_tool and message.role == "user" and message.content is string and not(message.content.startswith('') and message.content.endswith('')) %} + {%- set ns.multi_step_tool = false %} + {%- set ns.last_query_index = index %} + {%- endif %} +{%- endfor %} +{%- for message in messages %} + {%- if message.content is string %} + {%- set content = message.content %} + {%- else %} + {%- set content = '' %} + {%- endif %} + {%- if (message.role == "user") or (message.role == "system" and not loop.first) %} + {{- '<|im_start|>' + message.role + '\n' + content + '<|im_end|>' + '\n' }} + {%- elif message.role == "assistant" %} + {%- set reasoning_content = '' %} + {%- if message.reasoning_content is string %} + {%- set reasoning_content = message.reasoning_content %} + {%- else %} + {%- if '' in content %} + {%- set reasoning_content = content.split('')[0].rstrip('\n').split('')[-1].lstrip('\n') %} + {%- set content = content.split('')[-1].lstrip('\n') %} + {%- endif %} + {%- endif %} + {%- if loop.index0 > ns.last_query_index %} + {%- if loop.last or (not loop.last and reasoning_content) %} + {{- '<|im_start|>' + message.role + '\n\n' + reasoning_content.strip('\n') + '\n\n\n' + content.lstrip('\n') }} + {%- else %} + {{- '<|im_start|>' + message.role + '\n' + content }} + {%- endif %} + {%- else %} + {{- '<|im_start|>' + message.role + '\n' + content }} + {%- endif %} + {%- if message.tool_calls %} + {%- for tool_call in message.tool_calls %} + {%- if (loop.first and content) or (not loop.first) %} + {{- '\n' }} + {%- endif %} + {%- if tool_call.function %} + {%- set tool_call = tool_call.function %} + {%- endif %} + {{- '\n{"name": "' }} + {{- tool_call.name }} + {{- '", "arguments": ' }} + {%- if tool_call.arguments is string %} + {{- tool_call.arguments }} + {%- else %} + {{- tool_call.arguments | tojson }} + {%- endif %} + {{- '}\n' }} + {%- endfor %} + {%- endif %} + {{- '<|im_end|>\n' }} + {%- elif message.role == "tool" %} + {%- if loop.first or (messages[loop.index0 - 1].role != "tool") %} + {{- '<|im_start|>user' }} + {%- endif %} + {{- '\n\n' }} + {{- content }} + {{- '\n' }} + {%- if loop.last or (messages[loop.index0 + 1].role != "tool") %} + {{- '<|im_end|>\n' }} + {%- endif %} + {%- endif %} +{%- endfor %} +{%- if add_generation_prompt %} + {{- '<|im_start|>assistant\n' }} + {%- if enable_thinking is defined and enable_thinking is false %} + {{- '\n\n\n\n' }} + {%- endif %} +{%- endif %} \ No newline at end of file diff --git a/config.json b/config.json new file mode 100644 index 0000000..d0f3667 --- /dev/null +++ b/config.json @@ -0,0 +1,79 @@ +{ + "architectures": [ + "Qwen3ForCausalLM" + ], + "attention_bias": false, + "attention_dropout": 0.0, + "bos_token_id": null, + "dtype": "bfloat16", + "eos_token_id": 151645, + "head_dim": 128, + "hidden_act": "silu", + "hidden_size": 4096, + "initializer_range": 0.02, + "intermediate_size": 12288, + "layer_types": [ + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention", + "full_attention" + ], + "max_position_embeddings": 40960, + "max_window_layers": 36, + "model_type": "qwen3", + "num_attention_heads": 32, + "num_hidden_layers": 36, + "num_key_value_heads": 8, + "pad_token_id": 151643, + "quantization_config": { + "bits": 4, + "group_size": 128, + "modules_to_not_convert": null, + "quant_method": "awq", + "version": "gemm", + "zero_point": true + }, + "rms_norm_eps": 1e-06, + "rope_parameters": { + "rope_theta": 1000000, + "rope_type": "default" + }, + "sliding_window": null, + "tie_word_embeddings": false, + "transformers_version": "5.6.0.dev0", + "use_cache": false, + "use_sliding_window": false, + "vocab_size": 151936 +} diff --git a/generation_config.json b/generation_config.json new file mode 100644 index 0000000..80a7a44 --- /dev/null +++ b/generation_config.json @@ -0,0 +1,13 @@ +{ + "bos_token_id": 151643, + "do_sample": true, + "eos_token_id": [ + 151645, + 151643 + ], + "pad_token_id": 151643, + 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