Publish verified ToolElite model/data asset

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
+      control with that entity. For the purposes of this definition,
+      "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.
+
+      "Source" form shall mean the preferred form for making modifications,
+      including but not limited to software source code, documentation
+      source, and configuration files.
+
+      "Object" form shall mean any form resulting from mechanical
+      transformation or translation of a Source form, including but
+      not limited to compiled object code, generated documentation,
+      and conversions to other media types.
+
+      "Work" shall mean the work of authorship, whether in Source or
+      Object form, made available under the License, as indicated by a
+      copyright notice that is included in or attached to the work
+      (an example is provided in the Appendix below).
+
+      "Derivative Works" shall mean any work, whether in Source or Object
+      form, that is based on (or derived from) the Work and for which the
+      editorial revisions, annotations, elaborations, or other modifications
+      represent, as a whole, an original work of authorship. For the purposes
+      of this License, Derivative Works shall not include works that remain
+      separable from, or merely link (or bind by name) to the interfaces of,
+      the Work and Derivative Works thereof.
+
+      "Contribution" shall mean any work of authorship, including
+      the original version of the Work and any modifications or additions
+      to that Work or Derivative Works thereof, that is intentionally
+      submitted to Licensor for inclusion in the Work by the copyright owner
+      or by an individual or Legal Entity authorized to submit on behalf of
+      the copyright owner. For the purposes of this definition, "submitted"
+      means any form of electronic, verbal, or written communication sent
+      to the Licensor or its representatives, including but not limited to
+      communication on electronic mailing lists, source code control systems,
+      and issue tracking systems that are managed by, or on behalf of, the
+      Licensor for the purpose of discussing and improving the Work, but
+      excluding communication that is conspicuously marked or otherwise
+      designated in writing by the copyright owner as "Not a Contribution."
+
+      "Contributor" shall mean Licensor and any individual or Legal Entity
+      on behalf of whom a Contribution has been received by Licensor and
+      subsequently incorporated within the Work.
+
+   2. Grant of Copyright License. Subject to the terms and conditions of
+      this License, each Contributor hereby grants to You a perpetual,
+      worldwide, non-exclusive, no-charge, royalty-free, irrevocable
+      copyright license to reproduce, prepare Derivative Works of,
+      publicly display, publicly perform, sublicense, and distribute the
+      Work and such Derivative Works in Source or Object form.
+
+   3. Grant of Patent License. Subject to the terms and conditions of
+      this License, each Contributor hereby grants to You a perpetual,
+      worldwide, non-exclusive, no-charge, royalty-free, irrevocable
+      (except as stated in this section) patent license to make, have made,
+      use, offer to sell, sell, import, and otherwise transfer the Work,
+      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)
+      with the Work to which such Contribution(s) was submitted. If You
+      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
+
+      (c) You must retain, in the Source form of any Derivative Works
+          that You distribute, all copyright, patent, trademark, and
+          attribution notices from the Source form of the Work,
+          excluding those notices that do not pertain to any part of
+          the Derivative Works; and
+
+      (d) If the Work includes a "NOTICE" text file as part of its
+          distribution, then any Derivative Works that You distribute must
+          include a readable copy of the attribution notices contained
+          within such NOTICE file, excluding those notices that do not
+          pertain to any part of the Derivative Works, in at least one
+          of the following places: within a NOTICE text file distributed
+          as part of the Derivative Works; within the Source form or
+          documentation, if provided along with the Derivative Works; or,
+          within a display generated by the Derivative Works, if and
+          wherever such third-party notices normally appear. The contents
+          of the NOTICE file are for informational purposes only and
+          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
+          as modifying the License.
+
+      You may add Your own copyright statement to Your modifications and
+      may provide additional or different license terms and conditions
+      for use, reproduction, or distribution of Your modifications, or
+      for any such Derivative Works as a whole, provided Your use,
+      reproduction, and distribution of the Work otherwise complies with
+      the conditions stated in this License.
+
+   5. Submission of Contributions. Unless You explicitly state otherwise,
+      any Contribution intentionally submitted for inclusion in the Work
+      by You to the Licensor shall be under the terms and conditions of
+      this License, without any additional terms or conditions.
+      Notwithstanding the above, nothing herein shall supersede or modify
+      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
+      origin of the Work and reproducing the content of the NOTICE file.
+
+   7. Disclaimer of Warranty. Unless required by applicable law or
+      agreed to in writing, Licensor provides the Work (and each
+      Contributor provides its Contributions) on an "AS IS" BASIS,
+      WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or
+      implied, including, without limitation, any warranties or conditions
+      of TITLE, NON-INFRINGEMENT, MERCHANTABILITY, or FITNESS FOR A
+      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
+      Work (including but not limited to damages for loss of goodwill,
+      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.
+
+   END OF TERMS AND CONDITIONS
+
+   APPENDIX: How to apply the Apache License to your work.
+
+      To apply the Apache License to your work, attach the following
+      boilerplate notice, with the fields enclosed by brackets "[]"
+      replaced with your own identifying information. (Don't include
+      the brackets!)  The text should be enclosed in the appropriate
+      comment syntax for the file format. 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 [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
+
+       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.

NOTICE

@@ -0,0 +1,3 @@
+Derived from AI-MO/NuminaMath-TIR (Apache-2.0).
+https://huggingface.co/datasets/AI-MO/NuminaMath-TIR
+ToolElite modifications: filtering, difficulty labels, hindsight, and GRPO formatting.

README.md

@@ -0,0 +1,84 @@
+---
+license: apache-2.0
+language:
+- en
+task_categories:
+- text-generation
+tags:
+- math
+- reinforcement-learning
+- tool-use
+- hindsight
+configs:
+- config_name: source
+  data_files:
+  - split: full
+    path: rl_trace_opsd.parquet
+- config_name: grpo
+  default: true
+  data_files:
+  - split: train
+    path: grpo/train.parquet
+  - split: validation
+    path: grpo/validation.parquet
+---
+
+# rl_trace_opsd
+
+The versioned mathematical RL data used by the ToolElite TRACE-OPSD project.
+The source contains **20,161 examples**, with columns `id`, `problem`,
+`ground_truth`, `difficulty`, `hindsight`, and `solution`. Difficulty labels are
+`mid` (10,940 examples) and `high` (9,221 examples).
+
+## Two representations of the same examples
+
+| Configuration | Split | Examples | Purpose |
+|---|---|---:|---|
+| `source` | `full` | 20,161 | Full problem pool, including held-out validation IDs |
+| `grpo` | `train` | 19,905 | Immutable training split in ToolElite/verl format |
+| `grpo` | `validation` | 256 | Fixed training-monitoring validation split |
+
+These are different representations of the same pool, not additional datasets.
+Do not train on the `source/full` split without excluding the fixed validation
+IDs. The validation split has **160 mid + 96 high** examples; split seed is 42.
+It is separate from final GSM8K/MATH500/AIME benchmark evaluation.
+
+```python
+from datasets import load_dataset
+
+training = load_dataset("BitZone910/rl_trace_opsd", "grpo", split="train")
+validation = load_dataset("BitZone910/rl_trace_opsd", "grpo", split="validation")
+source = load_dataset("BitZone910/rl_trace_opsd", "source", split="full")
+```
+
+The GRPO format includes the tool prompt, terminal answer reward, source IDs,
+and training-only privileged hindsight. At inference/evaluation, expose only the
+problem and tool prompt to the policy; do not leak answer or hindsight fields.
+
+## Rename and reproducibility
+
+`rl_trace_opsd.parquet` is byte-for-byte identical to the historical
+`problem_difficulty_with_hindsight.parquet`:
+
+```text
+SHA256: 20a49e75f08e7ad0887839b69bcb84678038205682db8cd19c2b0f053c7589d7
+GRPO dataset digest: a07f1f45025e9bc909cca2db0b4c601c5cc53a4faf9d9ee6791341caee797f60
+```
+
+`grpo/manifest.json` retains its historical source filename and original bytes,
+because its hash is part of the dataset digest. `publication-manifest.json`
+records the rename separately. No split, row order, content, or ID was changed
+for publication. The pool retains 2,600 selected SFT-overlapping questions after
+the recorded overlap filtering; it is not completely disjoint from SFT data.
+
+For AutoDL, download the source into `data/numinamath/` and the `grpo/` directory
+into `data/`. Use `--difficulty-source data/numinamath/rl_trace_opsd.parquet` and
+`--dataset-dir data/grpo`.
+
+## Source and attribution
+
+Derived from [NuminaMath-TIR](https://huggingface.co/datasets/AI-MO/NuminaMath-TIR),
+whose publisher declares Apache-2.0. ToolElite adds difficulty labels, solution
+hindsight, filtering, and tool-training formatting. Preserve upstream attribution
+and the included Apache license when redistributing. The provided solution and
+hindsight columns are released for training/research, not as benchmark inputs.

grpo/manifest.json

@@ -0,0 +1,27 @@
+{
+  "protocol_version": "toolelite.xml-tools.v3",
+  "schema_version": "toolelite.grpo.dataset.v2",
+  "source": {
+    "file": "problem_difficulty_with_hindsight.parquet",
+    "samples": 20161,
+    "sha256": "20a49e75f08e7ad0887839b69bcb84678038205682db8cd19c2b0f053c7589d7"
+  },
+  "split_seed": 42,
+  "splits": {
+    "train": {
+      "file": "train.parquet",
+      "samples": 19905,
+      "sha256": "93a8c2b3bb7a348974d696fcd4ce462d6212ad9d04921d3bdd1ccb58b283a153"
+    },
+    "validation": {
+      "file": "validation.parquet",
+      "samples": 256,
+      "sha256": "ca7c12b01aa6571648134ab3a528b8fa0a63c184b4e879d63d131dd1f0059007"
+    }
+  },
+  "validation_difficulty_counts": {
+    "high": 96,
+    "mid": 160
+  },
+  "validation_size": 256
+}

grpo/train.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:93a8c2b3bb7a348974d696fcd4ce462d6212ad9d04921d3bdd1ccb58b283a153
+size 9071923

grpo/validation.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ca7c12b01aa6571648134ab3a528b8fa0a63c184b4e879d63d131dd1f0059007
+size 128606

publication-manifest.json

@@ -0,0 +1,73 @@
+{
+  "schema_version": "toolelite.hf-publication.v1",
+  "repo_id": "BitZone910/rl_trace_opsd",
+  "repo_type": "dataset",
+  "payload_files": [
+    {
+      "path": "grpo/manifest.json",
+      "sha256": "02a68b4f802aca336705cae233eeb1669400ae2b84d255bce65b5dc3ef754bea"
+    },
+    {
+      "path": "grpo/train.parquet",
+      "sha256": "93a8c2b3bb7a348974d696fcd4ce462d6212ad9d04921d3bdd1ccb58b283a153"
+    },
+    {
+      "path": "grpo/validation.parquet",
+      "sha256": "ca7c12b01aa6571648134ab3a528b8fa0a63c184b4e879d63d131dd1f0059007"
+    },
+    {
+      "path": "rl_trace_opsd.parquet",
+      "sha256": "20a49e75f08e7ad0887839b69bcb84678038205682db8cd19c2b0f053c7589d7"
+    }
+  ],
+  "asset_id": "f0e6862c45947be5b06e01029e19a4607d0393f4fb5c267a4189c7cab94c0561",
+  "visibility": "public",
+  "metadata": {
+    "source_rows": 20161,
+    "train_rows": 19905,
+    "validation_rows": 256,
+    "source_sha256": "20a49e75f08e7ad0887839b69bcb84678038205682db8cd19c2b0f053c7589d7",
+    "dataset_digest": "a07f1f45025e9bc909cca2db0b4c601c5cc53a4faf9d9ee6791341caee797f60",
+    "original_source_filename": "problem_difficulty_with_hindsight.parquet",
+    "published_source_filename": "rl_trace_opsd.parquet",
+    "split_seed": 42,
+    "historical_split_manifest_preserved": true
+  },
+  "files": [
+    {
+      "path": "grpo/manifest.json",
+      "bytes": 770,
+      "sha256": "02a68b4f802aca336705cae233eeb1669400ae2b84d255bce65b5dc3ef754bea"
+    },
+    {
+      "path": "grpo/train.parquet",
+      "bytes": 9071923,
+      "sha256": "93a8c2b3bb7a348974d696fcd4ce462d6212ad9d04921d3bdd1ccb58b283a153"
+    },
+    {
+      "path": "grpo/validation.parquet",
+      "bytes": 128606,
+      "sha256": "ca7c12b01aa6571648134ab3a528b8fa0a63c184b4e879d63d131dd1f0059007"
+    },
+    {
+      "path": "LICENSE",
+      "bytes": 11358,
+      "sha256": "cfc7749b96f63bd31c3c42b5c471bf756814053e847c10f3eb003417bc523d30"
+    },
+    {
+      "path": "NOTICE",
+      "bytes": 191,
+      "sha256": "76324153e11159bedc132b53bedd5c24907e08257480439bcbea3a07744c8c94"
+    },
+    {
+      "path": "README.md",
+      "bytes": 3204,
+      "sha256": "3772c34856b1de8216bb701d041b4d5c38c84cb01f6dbeb009229af5feac5497"
+    },
+    {
+      "path": "rl_trace_opsd.parquet",
+      "bytes": 19636048,
+      "sha256": "20a49e75f08e7ad0887839b69bcb84678038205682db8cd19c2b0f053c7589d7"
+    }
+  ]
+}

rl_trace_opsd.parquet

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:20a49e75f08e7ad0887839b69bcb84678038205682db8cd19c2b0f053c7589d7
+size 19636048