Release model weights, configuration and model card

.gitattributes

@@ -1,35 +1 @@
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LICENSE

@@ -0,0 +1,202 @@
+
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NOTICE

@@ -0,0 +1,4 @@
+BRepGround incorporates BERT-large-uncased from Google Research.
+Upstream: https://github.com/google-research/bert
+BERT is licensed under Apache License 2.0; its license is preserved in bert-large-uncased/LICENSE.
+BRepGround adds CAD geometry encoding and text-conditioned primitive grounding.

README.md

@@ -0,0 +1,54 @@
+---
+license: apache-2.0
+language:
+- en
+base_model: google-bert/bert-large-uncased
+datasets:
+- jhlee11/BRepGround
+tags:
+- cad
+- brep
+- grounding
+- pytorch
+---
+
+# BRepGround
+
+BRepGround grounds a text query to faces and edges of a CAD B-Rep.
+
+[Paper](https://arxiv.org/abs/2603.11831) · [Code](https://github.com/JohanStackk/FutureCAD) · [Dataset](https://huggingface.co/datasets/jhlee11/BRepGround)
+
+## Usage
+
+Install the `futurecad` environment from the [code repository](https://github.com/JohanStackk/FutureCAD/blob/main/docs/environment.md).
+Run from that repository's root:
+
+```bash
+hf download jhlee11/BRepGround --local-dir weights/brepground
+python -m grounding_brep.serve \
+  --config weights/brepground/config.yaml \
+  --checkpoint weights/brepground/model.safetensors
+```
+
+The service uses decision threshold **0.925**. To evaluate the model, prepare the
+STEP dataset's graph cache and run `bash scripts/evaluate_grounding.sh`.
+See [dataset usage](https://github.com/JohanStackk/FutureCAD/blob/main/docs/dataset.md)
+for the label-reading convention and commands.
+
+The model uses [BERT-large-uncased](https://huggingface.co/google-bert/bert-large-uncased)
+as its text encoder. Its tokenizer and configuration are included in
+`bert-large-uncased/`.
+
+## Citation
+
+```bibtex
+@misc{li2026highfidelitycadgenerationllmdriven,
+  title={Towards High-Fidelity CAD Generation via LLM-Driven Program Generation and Text-Based B-Rep Primitive Grounding},
+  author={Jiahao Li and Qingwang Zhang and Qiuyu Chen and Guozhan Qiu and Yunzhong Lou and Xiangdong Zhou},
+  year={2026},
+  eprint={2603.11831},
+  archivePrefix={arXiv},
+  primaryClass={cs.CV},
+  url={https://arxiv.org/abs/2603.11831},
+}
+```

bert-large-uncased/LICENSE

@@ -0,0 +1,202 @@
+
+                                 Apache License
+                           Version 2.0, January 2004
+                        http://www.apache.org/licenses/
+
+   TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION
+
+   1. Definitions.
+
+      "License" shall mean the terms and conditions for use, reproduction,
+      and distribution as defined by Sections 1 through 9 of this document.
+
+      "Licensor" shall mean the copyright owner or entity authorized by
+      the copyright owner that is granting the License.
+
+      "Legal Entity" shall mean the union of the acting entity and all
+      other entities that control, are controlled by, or are under common
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+      "control" means (i) the power, direct or indirect, to cause the
+      direction or management of such entity, whether by contract or
+      otherwise, or (ii) ownership of fifty percent (50%) or more of the
+      outstanding shares, or (iii) beneficial ownership of such entity.
+
+      "You" (or "Your") shall mean an individual or Legal Entity
+      exercising permissions granted by this License.
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+      including but not limited to software source code, documentation
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+
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+      of this License, Derivative Works shall not include works that remain
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+
+      "Contribution" shall mean any work of authorship, including
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+      to that Work or Derivative Works thereof, that is intentionally
+      submitted to Licensor for inclusion in the Work by the copyright owner
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+      means any form of electronic, verbal, or written communication sent
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+      where such license applies only to those patent claims licensable
+      by such Contributor that are necessarily infringed by their
+      Contribution(s) alone or by combination of their Contribution(s)
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+      institute patent litigation against any entity (including a
+      cross-claim or counterclaim in a lawsuit) alleging that the Work
+      or a Contribution incorporated within the Work constitutes direct
+      or contributory patent infringement, then any patent licenses
+      granted to You under this License for that Work shall terminate
+      as of the date such litigation is filed.
+
+   4. Redistribution. You may reproduce and distribute copies of the
+      Work or Derivative Works thereof in any medium, with or without
+      modifications, and in Source or Object form, provided that You
+      meet the following conditions:
+
+      (a) You must give any other recipients of the Work or
+          Derivative Works a copy of this License; and
+
+      (b) You must cause any modified files to carry prominent notices
+          stating that You changed the files; and
+
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+          that You distribute, all copyright, patent, trademark, and
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+          excluding those notices that do not pertain to any part of
+          the Derivative Works; and
+
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+          do not modify the License. You may add Your own attribution
+          notices within Derivative Works that You distribute, alongside
+          or as an addendum to the NOTICE text from the Work, provided
+          that such additional attribution notices cannot be construed
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+      You may add Your own copyright statement to Your modifications and
+      may provide additional or different license terms and conditions
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+   5. Submission of Contributions. Unless You explicitly state otherwise,
+      any Contribution intentionally submitted for inclusion in the Work
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+      the terms of any separate license agreement you may have executed
+      with Licensor regarding such Contributions.
+
+   6. Trademarks. This License does not grant permission to use the trade
+      names, trademarks, service marks, or product names of the Licensor,
+      except as required for reasonable and customary use in describing the
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+
+   7. Disclaimer of Warranty. Unless required by applicable law or
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+      Contributor provides its Contributions) on an "AS IS" BASIS,
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+      PARTICULAR PURPOSE. You are solely responsible for determining the
+      appropriateness of using or redistributing the Work and assume any
+      risks associated with Your exercise of permissions under this License.
+
+   8. Limitation of Liability. In no event and under no legal theory,
+      whether in tort (including negligence), contract, or otherwise,
+      unless required by applicable law (such as deliberate and grossly
+      negligent acts) or agreed to in writing, shall any Contributor be
+      liable to You for damages, including any direct, indirect, special,
+      incidental, or consequential damages of any character arising as a
+      result of this License or out of the use or inability to use the
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+      work stoppage, computer failure or malfunction, or any and all
+      other commercial damages or losses), even if such Contributor
+      has been advised of the possibility of such damages.
+
+   9. Accepting Warranty or Additional Liability. While redistributing
+      the Work or Derivative Works thereof, You may choose to offer,
+      and charge a fee for, acceptance of support, warranty, indemnity,
+      or other liability obligations and/or rights consistent with this
+      License. However, in accepting such obligations, You may act only
+      on Your own behalf and on Your sole responsibility, not on behalf
+      of any other Contributor, and only if You agree to indemnify,
+      defend, and hold each Contributor harmless for any liability
+      incurred by, or claims asserted against, such Contributor by reason
+      of your accepting any such warranty or additional liability.
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+
+   APPENDIX: How to apply the Apache License to your work.
+
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+   Copyright [yyyy] [name of copyright owner]
+
+   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
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+   See the License for the specific language governing permissions and
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bert-large-uncased/config.json

@@ -0,0 +1,23 @@
+{
+  "architectures": [
+    "BertForMaskedLM"
+  ],
+  "attention_probs_dropout_prob": 0.1,
+  "gradient_checkpointing": false,
+  "hidden_act": "gelu",
+  "hidden_dropout_prob": 0.1,
+  "hidden_size": 1024,
+  "initializer_range": 0.02,
+  "intermediate_size": 4096,
+  "layer_norm_eps": 1e-12,
+  "max_position_embeddings": 512,
+  "model_type": "bert",
+  "num_attention_heads": 16,
+  "num_hidden_layers": 24,
+  "pad_token_id": 0,
+  "position_embedding_type": "absolute",
+  "transformers_version": "4.6.0.dev0",
+  "type_vocab_size": 2,
+  "use_cache": true,
+  "vocab_size": 30522
+}

bert-large-uncased/tokenizer_config.json

@@ -0,0 +1 @@
+{"do_lower_case": true, "model_max_length": 512}

config.yaml

@@ -0,0 +1,49 @@
+train_seed: 123
+test_seed: 123
+data:
+  dataset_path: datasets/grounding_cache
+  split_path: data/splits/grounding.json
+  batch_size: 32
+  train_shuffle: false
+  num_workers: 4
+  limit: -1
+  max_len_uv: 999999999
+model:
+  uv:
+    crv_in_channels: 6
+    surf_in_channels: 7
+    crv_emb_dim: 128
+    srf_emb_dim: 128
+    graph_emb_dim: 256
+    out_dim: 1024
+    heads: 8
+    dropout: 0.1
+    ffn_dim: 4096
+  text:
+    bert_path: weights/brepground/bert-large-uncased
+    d_model: 1024
+    out_dim: 1024
+    heads: 8
+    dropout: 0.1
+    ffn_dim: 1536
+  fusion:
+    d_model: 1024
+    heads: 8
+    depth: 8
+    dropout: 0.1
+    ffn_dim: 4096
+    match_mode: linear
+  loss:
+    use_contrastive: false
+    contrastive_temperature: 0.07
+  inference:
+    threshold: 0.925
+optim:
+  lr: 0.0001
+  weight_decay: 5.0e-05
+trainer:
+  max_epochs: 40
+  accelerator: auto
+  devices: 1
+  precision: 32-true
+  output_dir: outputs/brepground

model.safetensors

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
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