From a9b31c62763dda9c77cd419ac37ac972493b9821 Mon Sep 17 00:00:00 2001 From: ModelHub XC Date: Fri, 5 Jun 2026 18:28:16 +0800 Subject: [PATCH] =?UTF-8?q?=E5=88=9D=E5=A7=8B=E5=8C=96=E9=A1=B9=E7=9B=AE?= =?UTF-8?q?=EF=BC=8C=E7=94=B1ModelHub=20XC=E7=A4=BE=E5=8C=BA=E6=8F=90?= =?UTF-8?q?=E4=BE=9B=E6=A8=A1=E5=9E=8B?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit Model: Orionfold/patent-strategist-v3-nemo Source: Original Platform --- .gitattributes | 36 +++ README.md | 110 +++++++++ chat_template.jinja | 14 ++ config.json | 74 ++++++ model-00001-of-00002.safetensors | 3 + model-00002-of-00002.safetensors | 3 + model.safetensors.index.json | 406 +++++++++++++++++++++++++++++++ tokenizer.json | 3 + tokenizer_config.json | 13 + 9 files changed, 662 insertions(+) create mode 100644 .gitattributes create mode 100644 README.md create mode 100644 chat_template.jinja create mode 100644 config.json create mode 100644 model-00001-of-00002.safetensors create mode 100644 model-00002-of-00002.safetensors create mode 100644 model.safetensors.index.json create mode 100644 tokenizer.json create mode 100644 tokenizer_config.json 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/README.md b/README.md new file mode 100644 index 0000000..b8c82ef --- /dev/null +++ b/README.md @@ -0,0 +1,110 @@ +--- +license: apache-2.0 +library_name: transformers +base_model: deepseek-ai/DeepSeek-R1-0528-Qwen3-8B +pipeline_tag: text-generation +model_creator: Orionfold LLC +language: + - en +tags: + - transformers + - safetensors + - bf16 + - spark-tested + - orionfold + - "base_model:deepseek-ai/DeepSeek-R1-0528-Qwen3-8B" + - patent + - patent-strategist + - reasoning + - lora-finetune + - bakeoff + - r1-distill + - trained-with-nemo +--- +# patent-strategist v3 — NeMo Framework lane (BF16 HF) + +`safetensors` BF16 merged weights of a LoRA fine-tune of `deepseek-ai/DeepSeek-R1-0528-Qwen3-8B` on a 5,000-row synthetic patent-reasoning corpus, trained with **NeMo Framework** on a NVIDIA DGX Spark (GB10, 128 GB unified memory). + +## What this model does + +**Offline patent-prosecution reasoning on Spark-class hardware** + +Patent prosecution work — claim construction, MPEP-grounded office-action responses, Markush analysis, doctrine-of-equivalents reasoning — happens inside firms that can't ship privileged client text to a hosted frontier API. This release distills DeepSeek-R1's chain-of-thought reasoning onto a 5,000-row synthetic patent-reasoning corpus so a single Spark-class box can run the workflow offline, with full IRAC-shaped reasoning chains. + +Use cases: + +- Claim construction (Markush groups, doctrine of equivalents) +- MPEP-grounded office-action argument drafting +- Prior-art relevance + non-obviousness reasoning chains +- Patent-licensing scenario analysis (most-favored-licensee, FTO) + +**Who this is for:** Patent attorneys, prosecution-team engineers, and IP-strategy teams running privileged workflows offline on Spark-class hardware (GB10, 128 GB unified memory) or comparable edge devices. + +## Notebooks + +Two runnable notebooks ship with this model — open either on a free cloud GPU: + +| Notebook | What it does | Open | +|---|---|---| +| **Builder** | Reproduce this model's build and DGX Spark benchmarks end-to-end with `fieldkit`. | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/manavsehgal/ai-field-notes/blob/main/notebooks/patent-strategist/builder.ipynb) [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/manavsehgal/ai-field-notes/blob/main/notebooks/patent-strategist/builder.ipynb) | +| **User** | Load the published model and call it from your own app in a few lines. | [![Open In Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/manavsehgal/ai-field-notes/blob/main/notebooks/patent-strategist/user.ipynb) [![Open in Kaggle](https://kaggle.com/static/images/open-in-kaggle.svg)](https://kaggle.com/kernels/welcome?src=https://github.com/manavsehgal/ai-field-notes/blob/main/notebooks/patent-strategist/user.ipynb) | + +## Choosing this lane + +**NeMo Framework-trained BF16 merged weights — the bakeoff-winning lane.** Pick this for production-grade inference via Triton / TensorRT-LLM, for continued fine-tuning in NeMo's PEFT recipe stack, or to export to other quantization paths. The bakeoff measured 5h 38m training wall on this lane (-26% vs the Unsloth baseline on the same recipe) at probe think rate 0.80 / mean chain 1,320 tokens (+44% reasoning depth over the Unsloth baseline). For pure inference on Spark-class hardware, the GGUF sibling is faster. + +**Spark measurements (BF16 merged):** + +| Variant | Size | Train wall | Probe think rate | Mean chain | +|---|---|---|---|---| +| BF16 | 15.26 GB | 5h 38m | 0.80 | 1,320 tok | + + +## How to run + +HuggingFace Transformers: + +```python +from transformers import AutoTokenizer, AutoModelForCausalLM +import torch + +model_id = "Orionfold/patent-strategist-v3-nemo" +tok = AutoTokenizer.from_pretrained(model_id) +model = AutoModelForCausalLM.from_pretrained( + model_id, torch_dtype=torch.bfloat16, device_map="auto" +) + +prompt = ( + "<｜User｜>A patent claim recites \"a fastener selected from the group consisting " + "of bolts, screws, and rivets.\" Walk through the Markush-group construction " + "and explain how doctrine of equivalents applies to a magnetic snap.<｜Assistant｜>" +) +inputs = tok(prompt, return_tensors="pt").to(model.device) +out = model.generate(**inputs, max_new_tokens=1024, temperature=0.6, top_p=0.95) +print(tok.decode(out[0][inputs.input_ids.shape[1]:], skip_special_tokens=True)) +``` + +## Methods + +Full methodology and Spark-side measurement protocol: [Two paths to the same chain — Unsloth vs NeMo Framework on Spark](https://ainative.business/field-notes/patent-strategist-bakeoff-unsloth-vs-nemo-framework/). + +## Known drift + +Bounded limitations observed during Spark-side measurement. Each item below names the artifact and the scope of the drift; the balance of the bench measures clean — see [Methods](#methods) for the full breakdown. + +- **"metes-and-times" terminology** — Two known terminology drifts inherited from the v3 synthetic corpus; balance of probe answers (~99%) cite real MPEP sections. Correct legal term in claim construction is *metes and bounds*. +- **Fabricated MPEP §2163.05(s) citation** — Same scope — corpus-generator artifact, not a model-wide hallucination pattern. Real §2163.05 has subsections (a)–(f) on written-description support; subsection (s) does not exist. + +## Other Orionfold variants + +Sibling repos from the same release: + +| Variant | Lane | Format | +|---|---|---| +| [`Orionfold/patent-strategist-v3-nemo`](https://huggingface.co/Orionfold/patent-strategist-v3-nemo) | NeMo Framework | BF16 (transformers) | +| [`Orionfold/patent-strategist-v3-nemo-GGUF`](https://huggingface.co/Orionfold/patent-strategist-v3-nemo-GGUF) | NeMo Framework | GGUF (llama.cpp) | + +--- + +Published by **Orionfold LLC** · [orionfold.com](https://orionfold.com) · Methods documented at [ainative.business/field-notes](https://ainative.business/field-notes/). + diff --git a/chat_template.jinja b/chat_template.jinja new file mode 100644 index 0000000..7641578 --- /dev/null +++ b/chat_template.jinja @@ -0,0 +1,14 @@ +{% if not add_generation_prompt is defined %}{% set add_generation_prompt = false %}{% endif %}{% set ns = namespace(is_first=false, is_tool=false, is_output_first=true, system_prompt='', is_first_sp=true, is_last_user=false) %}{%- for message in messages %}{%- if message['role'] == 'system' %}{%- if ns.is_first_sp %}{% set ns.system_prompt = ns.system_prompt + message['content'] %}{% set ns.is_first_sp = false %}{%- else %}{% set ns.system_prompt = ns.system_prompt + ' + +' + message['content'] %}{%- endif %}{%- endif %}{%- endfor %}{{ bos_token }}{{ ns.system_prompt }}{%- for message in messages %}{% set content = message['content'] %}{%- if message['role'] == 'user' %}{%- set ns.is_tool = false -%}{%- set ns.is_first = false -%}{%- set ns.is_last_user = true -%}{{'<｜User｜>' + content + '<｜Assistant｜>'}}{%- endif %}{%- if message['role'] == 'assistant' %}{% if '' in content %}{% set content = content.split('')[-1] %}{% endif %}{% endif %}{%- if message['role'] == 'assistant' and message['tool_calls'] is defined and message['tool_calls'] is not none %}{%- set ns.is_last_user = false -%}{%- if ns.is_tool %}{{'<｜tool▁outputs▁end｜>'}}{%- endif %}{%- set ns.is_first = false %}{%- set ns.is_tool = false -%}{%- set ns.is_output_first = true %}{%- for tool in message['tool_calls'] %}{%- if not ns.is_first %}{%- if content is none %}{{'<｜tool▁calls▁begin｜><｜tool▁call▁begin｜>' + tool['type'] + '<｜tool▁sep｜>' + tool['function']['name'] + ' +' + '```json' + ' +' + tool['function']['arguments'] + ' +' + '```' + '<｜tool▁call▁end｜>'}}{%- else %}{{content + '<｜tool▁calls▁begin｜><｜tool▁call▁begin｜>' + tool['type'] + '<｜tool▁sep｜>' + tool['function']['name'] + ' +' + '```json' + ' +' + tool['function']['arguments'] + ' +' + '```' + '<｜tool▁call▁end｜>'}}{%- endif %}{%- set ns.is_first = true -%}{%- else %}{{' +' + '<｜tool▁call▁begin｜>' + tool['type'] + '<｜tool▁sep｜>' + tool['function']['name'] + ' +' + '```json' + ' +' + tool['function']['arguments'] + ' +' + '```' + '<｜tool▁call▁end｜>'}}{%- endif %}{%- endfor %}{{'<｜tool▁calls▁end｜><｜end▁of▁sentence｜>'}}{%- endif %}{%- if message['role'] == 'assistant' and (message['tool_calls'] is not defined or message['tool_calls'] is none)%}{%- set ns.is_last_user = false -%}{%- if ns.is_tool %}{{'<｜tool▁outputs▁end｜>' + content + '<｜end▁of▁sentence｜>'}}{%- set ns.is_tool = false -%}{%- else %}{{content + '<｜end▁of▁sentence｜>'}}{%- endif %}{%- endif %}{%- if message['role'] == 'tool' %}{%- set ns.is_last_user = false -%}{%- set ns.is_tool = true -%}{%- if ns.is_output_first %}{{'<｜tool▁outputs▁begin｜><｜tool▁output▁begin｜>' + content + '<｜tool▁output▁end｜>'}}{%- set ns.is_output_first = false %}{%- else %}{{' +<｜tool▁output▁begin｜>' + content + '<｜tool▁output▁end｜>'}}{%- endif %}{%- endif %}{%- endfor -%}{% if ns.is_tool %}{{'<｜tool▁outputs▁end｜>'}}{% endif %}{% if add_generation_prompt and not ns.is_last_user and not ns.is_tool %}{{'<｜Assistant｜>'}}{% endif %} \ No newline at end of file diff --git a/config.json b/config.json new file mode 100644 index 0000000..fd8e692 --- /dev/null +++ b/config.json @@ -0,0 +1,74 @@ +{ + 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