Feature Extraction
MLX
Safetensors
qwen3
apple-silicon
quantized
mixed-precision
axquant
axq
development
MXFP4
embedding
sentence-similarity
4-bit precision
Instructions to use AutomatosX/AX-Qwen3-Embedding-0.6B-MLX-AXQ-MXFP4 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- MLX
How to use AutomatosX/AX-Qwen3-Embedding-0.6B-MLX-AXQ-MXFP4 with MLX:
# Download the model from the Hub pip install huggingface_hub[hf_xet] hf download AutomatosX/AX-Qwen3-Embedding-0.6B-MLX-AXQ-MXFP4 --local-dir AX-Qwen3-Embedding-0.6B-MLX-AXQ-MXFP4
- Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- LM Studio
- Atomic Chat
Record architecture-specific runtime format audit and n-gram scope
Browse files- README.md +11 -0
- axquant_manifest.json +8 -3
- runtime_audit.json +51 -0
README.md
CHANGED
|
@@ -19,6 +19,17 @@ tags:
|
|
| 19 |
- sentence-similarity
|
| 20 |
---
|
| 21 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 22 |
# AX-Qwen3-Embedding-0.6B-MLX-AXQ-MXFP4 — 5.36 BPW measured main
|
| 23 |
|
| 24 |
An **AXQuant (AXQ)** mixed-precision MLX checkpoint for Apple Silicon, converted directly from
|
|
|
|
| 19 |
- sentence-similarity
|
| 20 |
---
|
| 21 |
|
| 22 |
+
## Runtime format audit (2026-10-06)
|
| 23 |
+
|
| 24 |
+
No quantization-container correction was needed.
|
| 25 |
+
This family has no n-gram tensors; no n-gram file or declaration was added.
|
| 26 |
+
This remote format audit does not grant an oMLX/MTPLX runtime profile or a successful load/generation claim.
|
| 27 |
+
|
| 28 |
+
See [runtime_audit.json](runtime_audit.json) for pinned config/index/header
|
| 29 |
+
bindings, architecture, physical-format findings, and applied corrections.
|
| 30 |
+
This is development evidence; no quality, MTP exactness, speed, or certification
|
| 31 |
+
claim is added. Historical evidence stays bound to its original revision.
|
| 32 |
+
|
| 33 |
# AX-Qwen3-Embedding-0.6B-MLX-AXQ-MXFP4 — 5.36 BPW measured main
|
| 34 |
|
| 35 |
An **AXQuant (AXQ)** mixed-precision MLX checkpoint for Apple Silicon, converted directly from
|
axquant_manifest.json
CHANGED
|
@@ -1,7 +1,7 @@
|
|
| 1 |
{
|
| 2 |
"axquant_version": "1.9.0",
|
| 3 |
"calibration": null,
|
| 4 |
-
"created_at": "2026-10-
|
| 5 |
"effective_bpw": 5.9136019648925,
|
| 6 |
"files": [
|
| 7 |
{
|
|
@@ -11,8 +11,8 @@
|
|
| 11 |
},
|
| 12 |
{
|
| 13 |
"path": "README.md",
|
| 14 |
-
"sha256": "
|
| 15 |
-
"size_bytes":
|
| 16 |
},
|
| 17 |
{
|
| 18 |
"path": "axquant_plan.json",
|
|
@@ -74,6 +74,11 @@
|
|
| 74 |
"sha256": "84e40c8e006c9b1d6c122e02cba9b02458120b5fb0c87b746c41e0207cf642cf",
|
| 75 |
"size_bytes": 349
|
| 76 |
},
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 77 |
{
|
| 78 |
"path": "tokenizer.json",
|
| 79 |
"sha256": "93623af029cdc69b87f2864d3b2cc2424fdf16684f15e139b5b9d08ec34ced91",
|
|
|
|
| 1 |
{
|
| 2 |
"axquant_version": "1.9.0",
|
| 3 |
"calibration": null,
|
| 4 |
+
"created_at": "2026-10-06T21:01:11.893837+00:00",
|
| 5 |
"effective_bpw": 5.9136019648925,
|
| 6 |
"files": [
|
| 7 |
{
|
|
|
|
| 11 |
},
|
| 12 |
{
|
| 13 |
"path": "README.md",
|
| 14 |
+
"sha256": "95cfae74e831d8334694868f053ec97fc0dde0cb2d33f33694d8f549839807c9",
|
| 15 |
+
"size_bytes": 8387
|
| 16 |
},
|
| 17 |
{
|
| 18 |
"path": "axquant_plan.json",
|
|
|
|
| 74 |
"sha256": "84e40c8e006c9b1d6c122e02cba9b02458120b5fb0c87b746c41e0207cf642cf",
|
| 75 |
"size_bytes": 349
|
| 76 |
},
|
| 77 |
+
{
|
| 78 |
+
"path": "runtime_audit.json",
|
| 79 |
+
"sha256": "2b50b13a1ff7b539f2ffcfc3ebd249fdd0cc2f0596e352330aa4e479c099cf76",
|
| 80 |
+
"size_bytes": 1775
|
| 81 |
+
},
|
| 82 |
{
|
| 83 |
"path": "tokenizer.json",
|
| 84 |
"sha256": "93623af029cdc69b87f2864d3b2cc2424fdf16684f15e139b5b9d08ec34ced91",
|
runtime_audit.json
ADDED
|
@@ -0,0 +1,51 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"applied_config_corrections": [],
|
| 3 |
+
"current_config_sha256": "c92bf1e24f63cc973888517661ca8f1c95b7b80d4b0ed108f12e4279c87ba820",
|
| 4 |
+
"date": "2026-10-06",
|
| 5 |
+
"header_sha256": {
|
| 6 |
+
"model.safetensors": "6db02f72c74dcadadf4201566a2901da18a96917f5531a73d4f3cb0431da40d4"
|
| 7 |
+
},
|
| 8 |
+
"input_bindings": {
|
| 9 |
+
"axquant_manifest.json": "f1b22d73969c5805249f31ad1a9a97e134ea1509059af7c916513933dcec8899",
|
| 10 |
+
"config.json": "c92bf1e24f63cc973888517661ca8f1c95b7b80d4b0ed108f12e4279c87ba820",
|
| 11 |
+
"model.safetensors.index.json": "f01a0a62544175e39975f68bf25d5c8621b54aee0d05317d45491c99f748cfaf"
|
| 12 |
+
},
|
| 13 |
+
"issues": [],
|
| 14 |
+
"model_type": "qwen3",
|
| 15 |
+
"mtp_files": [],
|
| 16 |
+
"ngram_action": "none; do not invent n-gram data",
|
| 17 |
+
"ngram_files": [],
|
| 18 |
+
"ngram_quantization": [],
|
| 19 |
+
"ngram_table_metadata": null,
|
| 20 |
+
"ngram_tensor_count": 0,
|
| 21 |
+
"quality_certified": false,
|
| 22 |
+
"quantization": {
|
| 23 |
+
"quantization": {
|
| 24 |
+
"container_mode": "affine",
|
| 25 |
+
"per_module_modes": {
|
| 26 |
+
"affine": 1,
|
| 27 |
+
"mxfp4": 196
|
| 28 |
+
},
|
| 29 |
+
"physical_recipe_issues": []
|
| 30 |
+
},
|
| 31 |
+
"quantization_config": {
|
| 32 |
+
"container_mode": "affine",
|
| 33 |
+
"per_module_modes": {
|
| 34 |
+
"affine": 1,
|
| 35 |
+
"mxfp4": 196
|
| 36 |
+
},
|
| 37 |
+
"physical_recipe_issues": []
|
| 38 |
+
}
|
| 39 |
+
},
|
| 40 |
+
"removed_source_evidence": [],
|
| 41 |
+
"repo_id": "AutomatosX/AX-Qwen3-Embedding-0.6B-MLX-AXQ-MXFP4",
|
| 42 |
+
"runtime_arch_id": null,
|
| 43 |
+
"runtime_verified": false,
|
| 44 |
+
"schema_version": "axquant.hub-runtime-audit.v1",
|
| 45 |
+
"scope": "Pinned remote config/index/Safetensors header audit; no runtime load or generation claim.",
|
| 46 |
+
"source_revision": "31ab333ae48507e9f23048c5b9ac05b81babe7fd",
|
| 47 |
+
"status": "no-audited-peer-export-profile",
|
| 48 |
+
"unchanged_weight_sha256": {
|
| 49 |
+
"model.safetensors": "304e1bf5200136590adda28f8e160abbcab19ad4880f93fc4d60104dd8815e05"
|
| 50 |
+
}
|
| 51 |
+
}
|