clef-flash Core ML: 8-bit text decoder (8 parts x 4 buckets) + joint schema head

.gitattributes

@@ -33,3 +33,6 @@ saved_model/**/* 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
+embeddings.f16 filter=lfs diff=lfs merge=lfs -text
+output_embeddings.f16 filter=lfs diff=lfs merge=lfs -text
+tokenizer.json filter=lfs diff=lfs merge=lfs -text

Head.mlpackage/Data/com.apple.CoreML/model.mlmodel

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:4948692cc38639f0fbba22c4b01c46279bfa792aef4a45c67081d270abce0cc5
+size 393547

Head.mlpackage/Data/com.apple.CoreML/weights/weight.bin

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:728644e4e8d20925b35a8473a67696db4e6d1d1098b5ac31edb95fe7f98deeca
+size 486982400

Head.mlpackage/Manifest.json

@@ -0,0 +1,18 @@
+{
+    "fileFormatVersion": "1.0.0",
+    "itemInfoEntries": {
+        "6D5AFCAB-C343-44F5-8E36-3C31690C802C": {
+            "author": "com.apple.CoreML",
+            "description": "CoreML Model Specification",
+            "name": "model.mlmodel",
+            "path": "com.apple.CoreML/model.mlmodel"
+        },
+        "7D98BCDA-103A-4102-A789-3847CEFF03CD": {
+            "author": "com.apple.CoreML",
+            "description": "CoreML Model Weights",
+            "name": "weights",
+            "path": "com.apple.CoreML/weights"
+        }
+    },
+    "rootModelIdentifier": "6D5AFCAB-C343-44F5-8E36-3C31690C802C"
+}

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 2026 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.

README.md

@@ -0,0 +1,96 @@
+---
+license: apache-2.0
+base_model: Cloudflare/clef-flash
+base_model_relation: quantized
+pipeline_tag: text-classification
+library_name: coreml
+tags:
+- coreml
+- apple
+- decision-model
+- typed-output
+- structured-output
+- classification
+- clef
+- systemone
+- qwen3.5
+- fluidinference
+---
+
+# clef-flash (Core ML)
+
+Cloudflare's [clef-flash](https://huggingface.co/Cloudflare/clef-flash), a 9B decision model post-trained from
+[Qwen3.5-9B](https://huggingface.co/Qwen/Qwen3.5-9B), converted to Core ML for Apple silicon. **Text only**, 8-bit
+weights, runs on the Mac GPU.
+
+Same contract as Clef and the Jev / SystemOne API: a `state` (text or JSON) and typed questions (`noul` yes/no,
+`choice`, ordered `score`) go in; **one probability for every allowed option of every question** comes out of a
+single forward pass. Nothing is generated.
+
+Runtime: `ClefFlashManager` in [FluidUse](https://github.com/FluidInference/FluidUse) (Swift, macOS 15+), with a
+SwiftUI support-ticket triage demo (`ClefFlashDemo`).
+
+## Packages
+
+| File | Role | Size | Precision |
+|---|---|---:|---|
+| `part00` … `part07.mlpackage` | Qwen3.5 decoder, 4 layers each (the last adds the final norm); functions `L256` `L512` `L1024` `L2048` per sequence bucket, weights shared | 6.5 GB total | 8-bit weights (per channel), fp16 compute |
+| `Head.mlpackage` | Clef's joint schema head, fixed shape: ≤ 16 questions, ≤ 96 options; same four functions | 465 MB | fp32 |
+| `embeddings.f16` | input token embeddings (host-side gather) | 2.0 GB | fp16 |
+| `output_embeddings.f16` | output embeddings, the head's lexical option rows (clef-flash does not tie them) | 2.0 GB | fp16 |
+| `tokenizer.json`, `config.json` | tokenizer; shapes, buckets and token ids for the host | | |
+
+Each decoder part: `hidden [1, L, 4096]`, `cos` / `sin [L, 64]` (fp16) → `out [1, L, 4096]`. Text-only records use
+positions `0..L-1` on all three M-RoPE axes. The host renders the record exactly like Clef's `encode_record`,
+gathers embeddings, chains the 8 parts and builds the head's span-mean matrices; the Swift runtime is the reference
+host. Images and video are not converted.
+
+## Quality
+
+Reference: the same decoder in fp32 (matches Hugging Face's `Qwen3_5TextModel` to 5e-5 relative) streamed four
+layers at a time, plus Cloudflare's own `JointSchemaHead`. 605 records / 611 questions (README samples, ARC-Easy and
+ARC-Challenge test, first 300 each):
+
+| | This model (8-bit Core ML) | fp32 reference | Cloudflare published |
+|---|---:|---:|---:|
+| answers that differ from fp32 | 1 / 611 (a near-tie: fp32 top-2 within 0.005) | — | — |
+| median probability difference | 0.0004 | — | — |
+| ARC-Easy | 100.0% | 100.0% | 99.5% |
+| ARC-Challenge | 99.0% | 98.67% | 98.3% |
+
+ARC rendering is Clef's record format with a plain state, not the Decision Index kit's templates, so compare within
+about a point.
+
+## Speed (M5 Pro, 24 GB, GPU)
+
+| | Median |
+|---|---:|
+| one decoder part (4 layers), 512-token bucket | 62 ms |
+| **one record, 3 questions, ~370 tokens (L512)**, Swift runtime | **0.49 s** (p95 0.57 s) |
+| load (compiled), 8 parts + head | ~40 s |
+
+The decoder needs ~7 GB of memory to itself; with other large processes running it pages and slows down sharply.
+The Qwen3.5 decoder (Gated DeltaNet layers) does not run on the Neural Engine: Core ML places 0 of its ops on the
+ANE, so this is a GPU model.
+
+## Usage (Swift)
+
+```swift
+import FluidUse
+
+let manager = try await ClefFlashManager.load(from: bundleDirectory, bucket: 512)
+let result = try await manager.answer(
+    state: "Our checkout is down and customers can't pay.",
+    questions: [
+        ("team", .choice(instructions: "Which team should handle this ticket?",
+                         criteria: ["billing": "Charges, refunds", "engineering": "Bugs, outages"])),
+        ("urgency", .score(instructions: "How urgent is this ticket?", criteria: ["Low", "Normal", "High", "Critical"])),
+    ])
+print(result.answers.map { ($0.questionID, $0.choice) }, result.totalMilliseconds)
+```
+
+## License and credits
+
+Apache-2.0, same as [Cloudflare/clef-flash](https://huggingface.co/Cloudflare/clef-flash) (`LICENSE` is
+Cloudflare's). All model weights are Cloudflare's; this repository only changes their format and precision.
+Conversion by [Fluid Inference](https://fluidinference.com).

config.json

@@ -0,0 +1,31 @@
+{
+  "model": "Cloudflare/clef-flash",
+  "weights": "lpp4_M256-512-1024-2048_w8",
+  "hidden_size": 4096,
+  "rotary_dim": 64,
+  "rope_theta": 10000000,
+  "pad_id": 248044,
+  "vocab_size": 248320,
+  "buckets": [
+    256,
+    512,
+    1024,
+    2048
+  ],
+  "max_questions": 16,
+  "max_options": 96,
+  "image_token_id": 248056,
+  "vision_start_token_id": 248053,
+  "vision_end_token_id": 248054,
+  "parts": [
+    "part00.mlpackage",
+    "part01.mlpackage",
+    "part02.mlpackage",
+    "part03.mlpackage",
+    "part04.mlpackage",
+    "part05.mlpackage",
+    "part06.mlpackage",
+    "part07.mlpackage"
+  ],
+  "head": "Head.mlpackage"
+}

embeddings.f16

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:7d87bcd3dbacdc2ab33fff49adaa4c4f35691d829c8aae75670bcf8792a10242
+size 2034237440

output_embeddings.f16

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:bfccf00b8d5d3f6d810839a52c2ec627700a9aaebaa26aedcb96931bd21ba36d
+size 2034237440

part00.mlpackage/Data/com.apple.CoreML/model.mlmodel

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0dc30324169ab34c6d5bbdc294bae25a2294a8b17ffeaaf3a6f066654c681b15
+size 2235298

part00.mlpackage/Data/com.apple.CoreML/weights/weight.bin

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:12d820ca17fa2fe995115022acb9ee0fc9bdeb1fbf30f516431dfa7c07546daa
+size 876417344

part00.mlpackage/Manifest.json

@@ -0,0 +1,18 @@
+{
+    "fileFormatVersion": "1.0.0",
+    "itemInfoEntries": {
+        "65A6D4F7-06F8-4752-8432-F47494F2151F": {
+            "author": "com.apple.CoreML",
+            "description": "CoreML Model Weights",
+            "name": "weights",
+            "path": "com.apple.CoreML/weights"
+        },
+        "C7A041CE-1BC6-4F71-9789-21374AD19CAD": {
+            "author": "com.apple.CoreML",
+            "description": "CoreML Model Specification",
+            "name": "model.mlmodel",
+            "path": "com.apple.CoreML/model.mlmodel"
+        }
+    },
+    "rootModelIdentifier": "C7A041CE-1BC6-4F71-9789-21374AD19CAD"
+}

part01.mlpackage/Data/com.apple.CoreML/model.mlmodel

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0dc30324169ab34c6d5bbdc294bae25a2294a8b17ffeaaf3a6f066654c681b15
+size 2235298

part01.mlpackage/Data/com.apple.CoreML/weights/weight.bin

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e890c6f147687144bca6c075d24b3bffd7f4552dcfe1b7e0c3ae6ea90d8771fd
+size 876417344

part01.mlpackage/Manifest.json

@@ -0,0 +1,18 @@
+{
+    "fileFormatVersion": "1.0.0",
+    "itemInfoEntries": {
+        "A61093BA-0096-4D3B-BCEB-7B46FFB721E2": {
+            "author": "com.apple.CoreML",
+            "description": "CoreML Model Weights",
+            "name": "weights",
+            "path": "com.apple.CoreML/weights"
+        },
+        "C27B6199-B5E1-4142-A005-8FD44F07E84E": {
+            "author": "com.apple.CoreML",
+            "description": "CoreML Model Specification",
+            "name": "model.mlmodel",
+            "path": "com.apple.CoreML/model.mlmodel"
+        }
+    },
+    "rootModelIdentifier": "C27B6199-B5E1-4142-A005-8FD44F07E84E"
+}

part02.mlpackage/Data/com.apple.CoreML/model.mlmodel

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0dc30324169ab34c6d5bbdc294bae25a2294a8b17ffeaaf3a6f066654c681b15
+size 2235298

part02.mlpackage/Data/com.apple.CoreML/weights/weight.bin

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:024bd67205cfd750b352744d8193d34fe36338f3ba8ca43bde937be4a4f91286
+size 876417344

part02.mlpackage/Manifest.json

@@ -0,0 +1,18 @@
+{
+    "fileFormatVersion": "1.0.0",
+    "itemInfoEntries": {
+        "76330F64-9DEF-44B9-AA3B-EE0C5D3D847C": {
+            "author": "com.apple.CoreML",
+            "description": "CoreML Model Specification",
+            "name": "model.mlmodel",
+            "path": "com.apple.CoreML/model.mlmodel"
+        },
+        "A3784F18-923D-4C60-8DE1-510121310C11": {
+            "author": "com.apple.CoreML",
+            "description": "CoreML Model Weights",
+            "name": "weights",
+            "path": "com.apple.CoreML/weights"
+        }
+    },
+    "rootModelIdentifier": "76330F64-9DEF-44B9-AA3B-EE0C5D3D847C"
+}

part03.mlpackage/Data/com.apple.CoreML/model.mlmodel

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0dc30324169ab34c6d5bbdc294bae25a2294a8b17ffeaaf3a6f066654c681b15
+size 2235298

part03.mlpackage/Data/com.apple.CoreML/weights/weight.bin

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:987723220468840b1068117cf389a676809d632c1cff3493882498bbcd4f533a
+size 876417344

part03.mlpackage/Manifest.json

@@ -0,0 +1,18 @@
+{
+    "fileFormatVersion": "1.0.0",
+    "itemInfoEntries": {
+        "D716D567-B705-4CED-AC88-22B27BF26539": {
+            "author": "com.apple.CoreML",
+            "description": "CoreML Model Weights",
+            "name": "weights",
+            "path": "com.apple.CoreML/weights"
+        },
+        "DCBDA6AA-0C70-4CFE-ABFA-7FC04A988B91": {
+            "author": "com.apple.CoreML",
+            "description": "CoreML Model Specification",
+            "name": "model.mlmodel",
+            "path": "com.apple.CoreML/model.mlmodel"
+        }
+    },
+    "rootModelIdentifier": "DCBDA6AA-0C70-4CFE-ABFA-7FC04A988B91"
+}

part04.mlpackage/Data/com.apple.CoreML/model.mlmodel

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0dc30324169ab34c6d5bbdc294bae25a2294a8b17ffeaaf3a6f066654c681b15
+size 2235298

part04.mlpackage/Data/com.apple.CoreML/weights/weight.bin

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:ad33fc8b33c26b20830079883e13e48b375f86849b1f75a8120f69d0a3ed16f9
+size 876417344

part04.mlpackage/Manifest.json

@@ -0,0 +1,18 @@
+{
+    "fileFormatVersion": "1.0.0",
+    "itemInfoEntries": {
+        "A47CA301-57EB-45A7-9CE6-855E18A6D5FA": {
+            "author": "com.apple.CoreML",
+            "description": "CoreML Model Weights",
+            "name": "weights",
+            "path": "com.apple.CoreML/weights"
+        },
+        "BC40C511-4FF5-4F3B-BDF0-4FB515FC39BE": {
+            "author": "com.apple.CoreML",
+            "description": "CoreML Model Specification",
+            "name": "model.mlmodel",
+            "path": "com.apple.CoreML/model.mlmodel"
+        }
+    },
+    "rootModelIdentifier": "BC40C511-4FF5-4F3B-BDF0-4FB515FC39BE"
+}

part05.mlpackage/Data/com.apple.CoreML/model.mlmodel

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0dc30324169ab34c6d5bbdc294bae25a2294a8b17ffeaaf3a6f066654c681b15
+size 2235298

part05.mlpackage/Data/com.apple.CoreML/weights/weight.bin

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:144daf8ac9d192e5dbd1ca0f1b1c1324f02497f51d6d461b2f8d7c678fc72263
+size 876417344

part05.mlpackage/Manifest.json

@@ -0,0 +1,18 @@
+{
+    "fileFormatVersion": "1.0.0",
+    "itemInfoEntries": {
+        "37AF8BA6-FB8A-4360-96DF-14F4373E5C96": {
+            "author": "com.apple.CoreML",
+            "description": "CoreML Model Specification",
+            "name": "model.mlmodel",
+            "path": "com.apple.CoreML/model.mlmodel"
+        },
+        "7847A346-6833-4C42-AA39-552B3592B3DF": {
+            "author": "com.apple.CoreML",
+            "description": "CoreML Model Weights",
+            "name": "weights",
+            "path": "com.apple.CoreML/weights"
+        }
+    },
+    "rootModelIdentifier": "37AF8BA6-FB8A-4360-96DF-14F4373E5C96"
+}

part06.mlpackage/Data/com.apple.CoreML/model.mlmodel

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:0dc30324169ab34c6d5bbdc294bae25a2294a8b17ffeaaf3a6f066654c681b15
+size 2235298

part06.mlpackage/Data/com.apple.CoreML/weights/weight.bin

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:b4c14e83eecc79791379d23dd21f2585ed15bf5a3e6420bd06c674a94dec4a40
+size 876417344

part06.mlpackage/Manifest.json

@@ -0,0 +1,18 @@
+{
+    "fileFormatVersion": "1.0.0",
+    "itemInfoEntries": {
+        "08AC0D91-E9B4-464B-AC6B-6BE92442D682": {
+            "author": "com.apple.CoreML",
+            "description": "CoreML Model Specification",
+            "name": "model.mlmodel",
+            "path": "com.apple.CoreML/model.mlmodel"
+        },
+        "2E83C25F-EFCB-42DA-81BA-F5A950E604BA": {
+            "author": "com.apple.CoreML",
+            "description": "CoreML Model Weights",
+            "name": "weights",
+            "path": "com.apple.CoreML/weights"
+        }
+    },
+    "rootModelIdentifier": "08AC0D91-E9B4-464B-AC6B-6BE92442D682"
+}

part07.mlpackage/Data/com.apple.CoreML/model.mlmodel

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:c1c2077fc17ac52bfdc7663680ac9d36b4a94b5845bb6c4b0c68933eadb85b34
+size 2241985

part07.mlpackage/Data/com.apple.CoreML/weights/weight.bin

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:1c8387edfb85910631c044dd9c96ea410004aea3c8cd15c80c6c4d68eb3b3e6d
+size 876425600

part07.mlpackage/Manifest.json

@@ -0,0 +1,18 @@
+{
+    "fileFormatVersion": "1.0.0",
+    "itemInfoEntries": {
+        "425F1389-20F5-43E3-A463-70188812750D": {
+            "author": "com.apple.CoreML",
+            "description": "CoreML Model Specification",
+            "name": "model.mlmodel",
+            "path": "com.apple.CoreML/model.mlmodel"
+        },
+        "D093CA2B-B389-4D39-A4F5-080D25CB31F1": {
+            "author": "com.apple.CoreML",
+            "description": "CoreML Model Weights",
+            "name": "weights",
+            "path": "com.apple.CoreML/weights"
+        }
+    },
+    "rootModelIdentifier": "425F1389-20F5-43E3-A463-70188812750D"
+}

tokenizer.json

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:06b9509352d2af50381ab2247e083b80d32d5c0aba91c272ca9ff729b6a0e523
+size 19989325