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FastContext-1.0-4B-CoreAI

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Mirror of mlboydaisuke/FastContext-1.0-4B-CoreAI

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  1. .gitattributes +2 -0
  2. LICENSE +24 -0
  3. README.md +49 -0
  4. gpu/fastcontext_4b_dynamic.h18p.aimodelc/main-h18p-delegates/MPSGraph/mpsExecutable.mpsgraphpackage/manifest.plist +1459 -0
  5. gpu/fastcontext_4b_dynamic.h18p.aimodelc/main-h18p-delegates/MPSGraph/mpsExecutable.mpsgraphpackage/original_model_0.mpsgraph +3 -0
  6. gpu/fastcontext_4b_dynamic.h18p.aimodelc/main-h18p-delegates/MPSGraph/mpsExecutable.mpsgraphpackage/reflection.fb +0 -0
  7. gpu/fastcontext_4b_dynamic.h18p.aimodelc/main-h18p-delegates/MPSGraph/mpsExecutable.mpsgraphpackage/resources.bin +3 -0
  8. gpu/fastcontext_4b_dynamic.h18p.aimodelc/main-h18p.mlirb +0 -0
  9. gpu/fastcontext_4b_dynamic.h18p.aimodelc/main.hash +1 -0
  10. gpu/fastcontext_4b_dynamic.h18p.aimodelc/metadata.json +9 -0
  11. gpu/fastcontext_4b_dynamic.h18p.aimodelc/stats.json +1 -0
  12. gpu/metadata.json +28 -0
  13. gpu/tokenizer/added_tokens.json +28 -0
  14. gpu/tokenizer/chat_template.jinja +61 -0
  15. gpu/tokenizer/merges.txt +0 -0
  16. gpu/tokenizer/special_tokens_map.json +31 -0
  17. gpu/tokenizer/tokenizer.json +3 -0
  18. gpu/tokenizer/tokenizer_config.json +239 -0
  19. gpu/tokenizer/vocab.json +0 -0
.gitattributes CHANGED
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  *.zip filter=lfs diff=lfs merge=lfs -text
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  *.zst filter=lfs diff=lfs merge=lfs -text
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+ gpu/tokenizer/tokenizer.json filter=lfs diff=lfs merge=lfs -text
LICENSE ADDED
@@ -0,0 +1,24 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ MIT License
2
+
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+ This Core AI conversion inherits the license of the base model,
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+ microsoft/FastContext-1.0-4B-SFT.
5
+
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+ Copyright (c) Microsoft Corporation.
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+
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+ Permission is hereby granted, free of charge, to any person obtaining a copy
9
+ of this software and associated documentation files (the "Software"), to deal
10
+ in the Software without restriction, including without limitation the rights
11
+ to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
12
+ copies of the Software, and to permit persons to whom the Software is
13
+ furnished to do so, subject to the following conditions:
14
+
15
+ The above copyright notice and this permission notice shall be included in all
16
+ copies or substantial portions of the Software.
17
+
18
+ THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
19
+ IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
20
+ FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
21
+ AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
22
+ LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
23
+ OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
24
+ SOFTWARE.
README.md ADDED
@@ -0,0 +1,49 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ ---
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+ license: mit
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+ base_model: microsoft/FastContext-1.0-4B-SFT
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+ pipeline_tag: text-generation
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+ tags:
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+ - core-ai
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+ - coreml
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+ - on-device
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+ - ios
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+ - iphone
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+ - qwen3
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+ language:
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+ - en
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+ ---
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+
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+ > **Mirror** of [`mlboydaisuke/FastContext-1.0-4B-CoreAI`](https://huggingface.co/mlboydaisuke/FastContext-1.0-4B-CoreAI) — the canonical repo ([CoreAI Model Zoo](https://github.com/john-rocky/coreai-model-zoo)). Updates land there first.
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+
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+
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+ # FastContext-1.0-4B-SFT — Core AI (on-device, iPhone)
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+
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+ [microsoft/FastContext-1.0-4B-SFT](https://huggingface.co/microsoft/FastContext-1.0-4B-SFT)
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+ converted to Apple **Core AI** for on-device inference, served by the **CoreAIChat** app.
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+
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+ FastContext is a long-context **repository-exploration agent** (Qwen3-4B-Instruct
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+ backbone, supervised-fine-tuned on exploration traces: broad first-turn search,
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+ multi-turn evidence gathering, and precise file:line citation generation).
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+
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+ ## Contents
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+ - `gpu/` — AOT-compiled **GPU (MPSGraph)** bundle, 4-bit linear-INT4, **h18p**
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+ (iPhone 17 / iPhone 18 class). ~2.1 GB. Drop-in for CoreAIChat's
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+ `Documents/models/fastcontext_4b_gpu`.
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+
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+ > **Device class:** this is an **AOT h18p** bundle (iPhone 17 / 18 class). On-device
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+ > specialization of a 4B graph is not viable, so the bundle is precompiled for the
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+ > h18p GPU — the same approach Core AI uses for the Gemma-4B bundle.
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+
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+ ## Verified on iPhone 17 Pro (iOS 27)
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+ - **Parity** vs HF fp16 (teacher-forced): **23/24 argmax**, perplexity 1.41 — the
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+ single flip is a near-tie quant-noise position.
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+ - **On-device GPU:** ~**334 tok/s** prefill, ~**16.5 tok/s** decode (512-prompt /
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+ 1024-gen), load ~8 s cold, ~0.3 GB resident (weights memory-mapped).
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+
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+ ## Use
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+ Install **CoreAIChat**, open the model picker, and select **FastContext 4B**.
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+
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+ ## License
47
+ MIT, inherited from the base model
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+ [microsoft/FastContext-1.0-4B-SFT](https://huggingface.co/microsoft/FastContext-1.0-4B-SFT).
49
+ See `LICENSE`.
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237
+ "tokenizer_class": "Qwen2Tokenizer",
238
+ "unk_token": null
239
+ }
gpu/tokenizer/vocab.json ADDED
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