vinpix commited on
Commit
7066b34
·
verified ·
1 Parent(s): 8fda433

Add model card, license, notice, and checksums

Browse files
Files changed (4) hide show
  1. LICENSE +202 -0
  2. NOTICE +15 -0
  3. README.md +135 -0
  4. SHA256SUMS +4 -0
LICENSE ADDED
@@ -0,0 +1,202 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+
2
+ Apache License
3
+ Version 2.0, January 2004
4
+ http://www.apache.org/licenses/
5
+
6
+ TERMS AND CONDITIONS FOR USE, REPRODUCTION, AND DISTRIBUTION
7
+
8
+ 1. Definitions.
9
+
10
+ "License" shall mean the terms and conditions for use, reproduction,
11
+ and distribution as defined by Sections 1 through 9 of this document.
12
+
13
+ "Licensor" shall mean the copyright owner or entity authorized by
14
+ the copyright owner that is granting the License.
15
+
16
+ "Legal Entity" shall mean the union of the acting entity and all
17
+ other entities that control, are controlled by, or are under common
18
+ control with that entity. For the purposes of this definition,
19
+ "control" means (i) the power, direct or indirect, to cause the
20
+ direction or management of such entity, whether by contract or
21
+ otherwise, or (ii) ownership of fifty percent (50%) or more of the
22
+ outstanding shares, or (iii) beneficial ownership of such entity.
23
+
24
+ "You" (or "Your") shall mean an individual or Legal Entity
25
+ exercising permissions granted by this License.
26
+
27
+ "Source" form shall mean the preferred form for making modifications,
28
+ including but not limited to software source code, documentation
29
+ source, and configuration files.
30
+
31
+ "Object" form shall mean any form resulting from mechanical
32
+ transformation or translation of a Source form, including but
33
+ not limited to compiled object code, generated documentation,
34
+ and conversions to other media types.
35
+
36
+ "Work" shall mean the work of authorship, whether in Source or
37
+ Object form, made available under the License, as indicated by a
38
+ copyright notice that is included in or attached to the work
39
+ (an example is provided in the Appendix below).
40
+
41
+ "Derivative Works" shall mean any work, whether in Source or Object
42
+ form, that is based on (or derived from) the Work and for which the
43
+ editorial revisions, annotations, elaborations, or other modifications
44
+ represent, as a whole, an original work of authorship. For the purposes
45
+ of this License, Derivative Works shall not include works that remain
46
+ separable from, or merely link (or bind by name) to the interfaces of,
47
+ the Work and Derivative Works thereof.
48
+
49
+ "Contribution" shall mean any work of authorship, including
50
+ the original version of the Work and any modifications or additions
51
+ to that Work or Derivative Works thereof, that is intentionally
52
+ submitted to Licensor for inclusion in the Work by the copyright owner
53
+ or by an individual or Legal Entity authorized to submit on behalf of
54
+ the copyright owner. For the purposes of this definition, "submitted"
55
+ means any form of electronic, verbal, or written communication sent
56
+ to the Licensor or its representatives, including but not limited to
57
+ communication on electronic mailing lists, source code control systems,
58
+ and issue tracking systems that are managed by, or on behalf of, the
59
+ Licensor for the purpose of discussing and improving the Work, but
60
+ excluding communication that is conspicuously marked or otherwise
61
+ designated in writing by the copyright owner as "Not a Contribution."
62
+
63
+ "Contributor" shall mean Licensor and any individual or Legal Entity
64
+ on behalf of whom a Contribution has been received by Licensor and
65
+ subsequently incorporated within the Work.
66
+
67
+ 2. Grant of Copyright License. Subject to the terms and conditions of
68
+ this License, each Contributor hereby grants to You a perpetual,
69
+ worldwide, non-exclusive, no-charge, royalty-free, irrevocable
70
+ copyright license to reproduce, prepare Derivative Works of,
71
+ publicly display, publicly perform, sublicense, and distribute the
72
+ Work and such Derivative Works in Source or Object form.
73
+
74
+ 3. Grant of Patent License. Subject to the terms and conditions of
75
+ this License, each Contributor hereby grants to You a perpetual,
76
+ worldwide, non-exclusive, no-charge, royalty-free, irrevocable
77
+ (except as stated in this section) patent license to make, have made,
78
+ use, offer to sell, sell, import, and otherwise transfer the Work,
79
+ where such license applies only to those patent claims licensable
80
+ by such Contributor that are necessarily infringed by their
81
+ Contribution(s) alone or by combination of their Contribution(s)
82
+ with the Work to which such Contribution(s) was submitted. If You
83
+ institute patent litigation against any entity (including a
84
+ cross-claim or counterclaim in a lawsuit) alleging that the Work
85
+ or a Contribution incorporated within the Work constitutes direct
86
+ or contributory patent infringement, then any patent licenses
87
+ granted to You under this License for that Work shall terminate
88
+ as of the date such litigation is filed.
89
+
90
+ 4. Redistribution. You may reproduce and distribute copies of the
91
+ Work or Derivative Works thereof in any medium, with or without
92
+ modifications, and in Source or Object form, provided that You
93
+ meet the following conditions:
94
+
95
+ (a) You must give any other recipients of the Work or
96
+ Derivative Works a copy of this License; and
97
+
98
+ (b) You must cause any modified files to carry prominent notices
99
+ stating that You changed the files; and
100
+
101
+ (c) You must retain, in the Source form of any Derivative Works
102
+ that You distribute, all copyright, patent, trademark, and
103
+ attribution notices from the Source form of the Work,
104
+ excluding those notices that do not pertain to any part of
105
+ the Derivative Works; and
106
+
107
+ (d) If the Work includes a "NOTICE" text file as part of its
108
+ distribution, then any Derivative Works that You distribute must
109
+ include a readable copy of the attribution notices contained
110
+ within such NOTICE file, excluding those notices that do not
111
+ pertain to any part of the Derivative Works, in at least one
112
+ of the following places: within a NOTICE text file distributed
113
+ as part of the Derivative Works; within the Source form or
114
+ documentation, if provided along with the Derivative Works; or,
115
+ within a display generated by the Derivative Works, if and
116
+ wherever such third-party notices normally appear. The contents
117
+ of the NOTICE file are for informational purposes only and
118
+ do not modify the License. You may add Your own attribution
119
+ notices within Derivative Works that You distribute, alongside
120
+ or as an addendum to the NOTICE text from the Work, provided
121
+ that such additional attribution notices cannot be construed
122
+ as modifying the License.
123
+
124
+ You may add Your own copyright statement to Your modifications and
125
+ may provide additional or different license terms and conditions
126
+ for use, reproduction, or distribution of Your modifications, or
127
+ for any such Derivative Works as a whole, provided Your use,
128
+ reproduction, and distribution of the Work otherwise complies with
129
+ the conditions stated in this License.
130
+
131
+ 5. Submission of Contributions. Unless You explicitly state otherwise,
132
+ any Contribution intentionally submitted for inclusion in the Work
133
+ by You to the Licensor shall be under the terms and conditions of
134
+ this License, without any additional terms or conditions.
135
+ Notwithstanding the above, nothing herein shall supersede or modify
136
+ the terms of any separate license agreement you may have executed
137
+ with Licensor regarding such Contributions.
138
+
139
+ 6. Trademarks. This License does not grant permission to use the trade
140
+ names, trademarks, service marks, or product names of the Licensor,
141
+ except as required for reasonable and customary use in describing the
142
+ origin of the Work and reproducing the content of the NOTICE file.
143
+
144
+ 7. Disclaimer of Warranty. Unless required by applicable law or
145
+ agreed to in writing, Licensor provides the Work (and each
146
+ Contributor provides its Contributions) on an "AS IS" BASIS,
147
+ WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or
148
+ implied, including, without limitation, any warranties or conditions
149
+ of TITLE, NON-INFRINGEMENT, MERCHANTABILITY, or FITNESS FOR A
150
+ PARTICULAR PURPOSE. You are solely responsible for determining the
151
+ appropriateness of using or redistributing the Work and assume any
152
+ risks associated with Your exercise of permissions under this License.
153
+
154
+ 8. Limitation of Liability. In no event and under no legal theory,
155
+ whether in tort (including negligence), contract, or otherwise,
156
+ unless required by applicable law (such as deliberate and grossly
157
+ negligent acts) or agreed to in writing, shall any Contributor be
158
+ liable to You for damages, including any direct, indirect, special,
159
+ incidental, or consequential damages of any character arising as a
160
+ result of this License or out of the use or inability to use the
161
+ Work (including but not limited to damages for loss of goodwill,
162
+ work stoppage, computer failure or malfunction, or any and all
163
+ other commercial damages or losses), even if such Contributor
164
+ has been advised of the possibility of such damages.
165
+
166
+ 9. Accepting Warranty or Additional Liability. While redistributing
167
+ the Work or Derivative Works thereof, You may choose to offer,
168
+ and charge a fee for, acceptance of support, warranty, indemnity,
169
+ or other liability obligations and/or rights consistent with this
170
+ License. However, in accepting such obligations, You may act only
171
+ on Your own behalf and on Your sole responsibility, not on behalf
172
+ of any other Contributor, and only if You agree to indemnify,
173
+ defend, and hold each Contributor harmless for any liability
174
+ incurred by, or claims asserted against, such Contributor by reason
175
+ of your accepting any such warranty or additional liability.
176
+
177
+ END OF TERMS AND CONDITIONS
178
+
179
+ APPENDIX: How to apply the Apache License to your work.
180
+
181
+ To apply the Apache License to your work, attach the following
182
+ boilerplate notice, with the fields enclosed by brackets "[]"
183
+ replaced with your own identifying information. (Don't include
184
+ the brackets!) The text should be enclosed in the appropriate
185
+ comment syntax for the file format. We also recommend that a
186
+ file or class name and description of purpose be included on the
187
+ same "printed page" as the copyright notice for easier
188
+ identification within third-party archives.
189
+
190
+ Copyright [yyyy] [name of copyright owner]
191
+
192
+ Licensed under the Apache License, Version 2.0 (the "License");
193
+ you may not use this file except in compliance with the License.
194
+ You may obtain a copy of the License at
195
+
196
+ http://www.apache.org/licenses/LICENSE-2.0
197
+
198
+ Unless required by applicable law or agreed to in writing, software
199
+ distributed under the License is distributed on an "AS IS" BASIS,
200
+ WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
201
+ See the License for the specific language governing permissions and
202
+ limitations under the License.
NOTICE ADDED
@@ -0,0 +1,15 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Ternary Bonsai 27B MTP GGUF
2
+
3
+ Copyright 2026 vinpix for the independent GGUF construction and packaging.
4
+
5
+ This product includes material derived from Ternary Bonsai 27B.
6
+ Copyright 2026-present Prism ML, Inc.
7
+ Created using Bonsai by Prism ML.
8
+ The Prism ML material is available under the Apache License, Version 2.0.
9
+
10
+ This product includes Qwen3.6-derived MTP tensor material.
11
+ Qwen3.6-27B is Copyright 2026 Alibaba Cloud and is distributed under
12
+ the Apache License, Version 2.0. The pinned MTP-only GGUF package used
13
+ as a construction source is credited to lym00.
14
+
15
+ These notices do not imply endorsement by any upstream party.
README.md ADDED
@@ -0,0 +1,135 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ license: apache-2.0
3
+ library_name: llama.cpp
4
+ pipeline_tag: text-generation
5
+ base_model:
6
+ - prism-ml/Ternary-Bonsai-27B-gguf
7
+ - lym00/Qwen3.6-27B-MTP-ONLY-GGUF
8
+ tags:
9
+ - gguf
10
+ - llama.cpp
11
+ - ternary
12
+ - tq2_0
13
+ - mtp
14
+ - nextn
15
+ - speculative-decoding
16
+ - self-contained
17
+ ---
18
+
19
+ # Ternary Bonsai 27B — One-File MTP GGUF for stock llama.cpp
20
+
21
+ A self-contained Ternary Bonsai 27B GGUF with one embedded Qwen-style NextN/MTP layer.
22
+
23
+ The same file supports ordinary inference and `draft-mtp`. No separate draft model, sidecar GGUF, or custom llama.cpp fork is required.
24
+
25
+ This is an independent community release. It is not an official Prism ML, Qwen, Alibaba Cloud, or llama.cpp release, and no upstream party endorses it.
26
+
27
+ ## Model file
28
+
29
+ | File | Bytes | SHA-256 |
30
+ |---|---:|---|
31
+ | `Ternary-Bonsai-27B-MTP-TQ2_0.gguf` | 8,785,215,776 | `480c695b0de5b78b720d7f500eb3e1650359d0ac8e18c29b231a14b2d9c9bf20` |
32
+
33
+ ## Use with llama.cpp
34
+
35
+ A stock llama.cpp build with `qwen35` and `draft-mtp` support is required.
36
+
37
+ Ordinary inference:
38
+
39
+ ```bash
40
+ llama-cli \
41
+ -m Ternary-Bonsai-27B-MTP-TQ2_0.gguf \
42
+ -p "Write a concise explanation of ternary neural-network weights." \
43
+ -n 128
44
+ ```
45
+
46
+ MTP speculative decoding from the same GGUF:
47
+
48
+ ```bash
49
+ llama-cli \
50
+ -m Ternary-Bonsai-27B-MTP-TQ2_0.gguf \
51
+ --spec-type draft-mtp \
52
+ -p "Write a concise explanation of ternary neural-network weights." \
53
+ -n 128
54
+ ```
55
+
56
+ No `-md` argument is needed.
57
+
58
+ ## Download and verify
59
+
60
+ ```bash
61
+ hf download vinpix/Ternary-Bonsai-27B-Stock-MTP-GGUF \
62
+ Ternary-Bonsai-27B-MTP-TQ2_0.gguf \
63
+ SHA256SUMS \
64
+ --local-dir .
65
+ ```
66
+
67
+ Verify the downloaded payload:
68
+
69
+ ```bash
70
+ sha256sum -c SHA256SUMS --ignore-missing
71
+ ```
72
+
73
+ Expected model digest:
74
+
75
+ ```text
76
+ 480c695b0de5b78b720d7f500eb3e1650359d0ac8e18c29b231a14b2d9c9bf20
77
+ ```
78
+
79
+ ## Portable artifact facts
80
+
81
+ These properties are independent of processor, accelerator, operating system, thread count, memory bandwidth, and runtime timing:
82
+
83
+ | Property | Value |
84
+ |---|---|
85
+ | GGUF version | 3 |
86
+ | Architecture | `qwen35` |
87
+ | File size | 8,785,215,776 bytes |
88
+ | Tensor count | 866 |
89
+ | Metadata key/value count | 42 |
90
+ | Transformer blocks | 65 |
91
+ | Embedded NextN/MTP layers | 1 |
92
+ | Main low-bit tensor type | `TQ2_0` |
93
+ | Tensor-type inventory | F32 359; Q2_K 17; Q4_K 1; Q5_K 6; Q6_K 3; TQ2_0 480 |
94
+
95
+ The public GGUF was checked for exact length, SHA-256, parseable GGUF v3 metadata, tensor inventory, block inventory, and absence of local absolute paths in structured metadata.
96
+
97
+ Build-system source paths in `quantize.imatrix.file` and `quantize.imatrix.dataset` were replaced with neutral public values. Tensor data and tensor offsets were not modified.
98
+
99
+ No device-specific throughput, prefill rate, memory use, hostname, mount point, username, or local filesystem path is published in this repository.
100
+
101
+ ## Construction and provenance
102
+
103
+ The release combines:
104
+
105
+ - Ternary Bonsai 27B trunk from `prism-ml/Ternary-Bonsai-27B-gguf`
106
+ - Qwen3.6-derived MTP-only material packaged by `lym00/Qwen3.6-27B-MTP-ONLY-GGUF`
107
+
108
+ Pinned construction sources:
109
+
110
+ | Role | Source revision | Source SHA-256 |
111
+ |---|---|---|
112
+ | Ternary Bonsai 27B F16 trunk | `3f8cc399dde45ac0475d023634974407af34907c` | `f659ca3dd7e28ada5d8b5f3637862d0d51ef433bde032ec4c8990ed27c91a385` |
113
+ | Qwen3.6 27B MTP-only BF16 package | `03b35db648da71e23ecfb239f70661e069b16054` | `97697fc5278d4bfd0afaa733ba28c4338cb0396b98d5f5acb781e515f72b52c0` |
114
+
115
+ The donor package identifies the underlying model as `Qwen/Qwen3.6-27B`, but it does not pin the underlying Qwen source revision. This release does not infer or substitute an unrecorded revision.
116
+
117
+ ## Scope
118
+
119
+ Self-contained MTP GGUFs already exist for Qwen-family models. The distinguishing feature of this release is the combination of a Ternary Bonsai 27B trunk and a functional embedded NextN/MTP predictor in one stock-compatible GGUF.
120
+
121
+ No universal priority claim is made.
122
+
123
+ ## Limitations
124
+
125
+ - The NextN/MTP layer was grafted from a compatible Qwen3.6-derived donor; it was not jointly trained with the Bonsai trunk.
126
+ - MTP acceptance and speedup depend on prompt, context, sampling, backend, runtime revision, and hardware.
127
+ - Aggressive quantization can reduce quality relative to higher-precision releases.
128
+ - Generated output should be reviewed before use in consequential settings.
129
+ - No claim of statistical superiority over other Bonsai or Qwen releases is made.
130
+
131
+ ## License and attribution
132
+
133
+ Released under the Apache License 2.0. See `LICENSE` and `NOTICE`.
134
+
135
+ Upstream attribution is preserved for Prism ML, Qwen/Alibaba Cloud, and the pinned MTP-only package by lym00.
SHA256SUMS ADDED
@@ -0,0 +1,4 @@
 
 
 
 
 
1
+ cfc7749b96f63bd31c3c42b5c471bf756814053e847c10f3eb003417bc523d30 LICENSE
2
+ 24ef4aba693e879bb340a538925351beb75f9dc99546a91651157d7f800553d2 NOTICE
3
+ 9a8715278cc4ecb47dc73f14a1e9fe07c7257e5660040b3b58f865dadfffb6bc README.md
4
+ 480c695b0de5b78b720d7f500eb3e1650359d0ac8e18c29b231a14b2d9c9bf20 Ternary-Bonsai-27B-MTP-TQ2_0.gguf