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  1. EXL3_MANIFEST.json +1152 -0
  2. PROVENANCE.md +11 -0
  3. PUBLIC_SOURCE_PROVENANCE.json +12 -0
  4. README.md +110 -0
  5. STRUCTURAL_EVIDENCE_MANIFEST.json +847 -0
  6. generation_config.json +12 -0
  7. layer-04-part-tail-0.json +0 -0
  8. layer-04-part-tail-1.json +0 -0
  9. layer-05-part-tail-1.json +0 -0
  10. layer-07-part-tail-0.json +0 -0
  11. layer-07-part-tail-1.json +0 -0
  12. layer-09-part-tail-0.json +0 -0
  13. layer-10-part-tail-0.json +0 -0
  14. layer-12-part-tail-1.json +0 -0
  15. layer-13-part-tail-0.json +0 -0
  16. layer-13-part-tail-1.json +0 -0
  17. layer-14-part-tail-0.json +0 -0
  18. layer-14-part-tail-1.json +0 -0
  19. layer-15-part-tail-0.json +0 -0
  20. layer-16-part-tail-0.json +0 -0
  21. layer-17-part-tail-0.json +0 -0
  22. layer-18-part-tail-1.json +0 -0
  23. layer-19-part-tail-0.json +0 -0
  24. layer-19-part-tail-1.json +0 -0
  25. layer-20-part-tail-1.json +0 -0
  26. layer-21-part-tail-1.json +0 -0
  27. layer-22-part-tail-0.json +0 -0
  28. layer-22-part-tail-1.json +0 -0
  29. layer-24-part-tail-0.json +0 -0
  30. layer-24-part-tail-1.json +0 -0
  31. layer-25-part-tail-0.json +0 -0
  32. layer-25-part-tail-1.json +0 -0
  33. layer-27-part-tail-0.json +0 -0
  34. layer-27-part-tail-1.json +0 -0
  35. layer-28-part-tail-1.json +0 -0
  36. layer-29-part-tail-1.json +0 -0
  37. layer-30-part-tail-0.json +0 -0
  38. layer-31-part-tail-0.json +0 -0
  39. layer-31-part-tail-1.json +0 -0
  40. layer-35-part-tail-0.json +0 -0
  41. layer-35-part-tail-1.json +0 -0
  42. layer-37-part-tail-1.json +0 -0
  43. layer-38-part-tail-1.json +0 -0
  44. layer-39-part-tail-0.json +0 -0
  45. layer-39-part-tail-1.json +0 -0
  46. layer-40-part-tail-0.json +0 -0
  47. layer-40-part-tail-1.json +0 -0
  48. layer-41-part-tail-1.json +0 -0
  49. layer-43-part-tail-1.json +0 -0
  50. layer-44-part-tail-0.json +0 -0
EXL3_MANIFEST.json ADDED
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PROVENANCE.md ADDED
@@ -0,0 +1,11 @@
 
 
 
 
 
 
 
 
 
 
 
 
1
+ # Provenance
2
+
3
+ MIT TR3 upstream commit: `f79c9167690ca705e877ae4dc55a841d1aae1247`.
4
+ MIT TR3 core SHA-256: `e9a85a47e165c8d8644354cef611efbb81dfd9ba88544ca59f0c80ee6bc75032`.
5
+ Tier selection manifest SHA-256: `58240b2d7d71feae843e8d7c6a135f02e33b130bfd062e5d5024a699196ca2e8`.
6
+ Tier selection audit SHA-256: `daf1d1993d207be215b291c2a3be0be93b8faab8fb17a8ca5fd224fb68878537`.
7
+ Tail encoded status SHA-256: `73336df2eb9ac226fcd346372b9eaa64f7d8cfd6b2e1029da1d79c0e609bc90f`.
8
+ Tail source independent audit SHA-256: `65e44fc8b022b378d0df57d5eba20c91436b7d24a433a2c101607778983a5283`.
9
+ K3 source independent audit SHA-256: `None`.
10
+ K4 encoded status SHA-256: `None`.
11
+ K4 independent audit SHA-256: `None`.
PUBLIC_SOURCE_PROVENANCE.json ADDED
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+ {
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+ "files": [
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+ "path": "glm53_exl3_tp4.py",
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+ "public_sha256": "297e5858d9dd54a5859cbb4a1d01dbc7bc8f6dca019d8866188e730e4b94a58e",
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+ "source_sha256": "297e5858d9dd54a5859cbb4a1d01dbc7bc8f6dca019d8866188e730e4b94a58e"
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+ }
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+ ],
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+ "sanitization": "portable path and private IPv4 substitutions only",
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+ "schema": "glm53-public-runtime-source-provenance-v1",
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+ "state": "PASS"
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+ }
README.md ADDED
@@ -0,0 +1,110 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ ---
2
+ license: mit
3
+ base_model: zai-org/GLM-5.3-Flash-BF16
4
+ base_model_relation: quantized
5
+ pipeline_tag: image-text-to-text
6
+ tags:
7
+ - exl3
8
+ - mixture-of-experts
9
+ - dgx-spark
10
+ - multimodal
11
+ ---
12
+
13
+ # GLM-5.3-Flash EXL3 TR3 2.0bpw
14
+
15
+ This is a selectively compressed GLM-5.3-Flash checkpoint validated on one
16
+ NVIDIA DGX Spark. It serves text, structured tool calls, images, native video,
17
+ and a 200k-token request from one GB10 GPU with CUDA graphs enabled.
18
+
19
+ The routed experts use the EXL3 K2 tier. The `2.0bpw` name describes that
20
+ routed-expert tier; it is not the storage rate of every tensor. Routing,
21
+ attention, embeddings, vision, and other retained components are preserved in
22
+ their recorded formats.
23
+
24
+ ## Artifact
25
+
26
+ | Property | Value |
27
+ |---|---:|
28
+ | Base model | `zai-org/GLM-5.3-Flash-BF16` |
29
+ | Base revision | `a6c167b62691b2bac901344b65cb651a70f53e43` |
30
+ | Weight files | 133 root-level safetensors shards |
31
+ | Weight bytes | 111,352,026,456 |
32
+ | Indexed tensors | 583,090 |
33
+ | Routed-expert tier | EXL3 K2, 2.0 bpw |
34
+ | Structural manifest SHA-256 | `501641b947fa56afc9ed098bdc034e59c2bd229d4fa1a1d7b80e3727f10c8ba3` |
35
+
36
+ The checkpoint includes an unused MTP companion layer (889 tensors,
37
+ 14,865,185,408 bytes). The accepted baseline does not load that layer. It is
38
+ retained for provenance and future runtime work; enabling it requires a new
39
+ memory and acceptance run.
40
+
41
+ ## Measured one-Spark baseline
42
+
43
+ Tested on one DGX Spark / one GB10 GPU with the custom vLLM EXL3 loader, TP1,
44
+ FP8 target KV cache, 204,800 configured context, prefix caching disabled, and
45
+ full-decode CUDA graphs.
46
+
47
+ | Gate | Result |
48
+ |---|---|
49
+ | Live model load | 89.89 GiB |
50
+ | Live KV capacity | 1,638,400 tokens on the final running instance (8.00x configured context) |
51
+ | Text identity | Exact final content and natural stop passed |
52
+ | Structured tools | Parsed function name and JSON arguments passed |
53
+ | Images | 4/4 paired synthetic fixtures passed exact JSON checks |
54
+ | Native video | 2/2 paired synthetic fixtures passed exact JSON checks |
55
+ | 200k context | 200,012 server-reported prompt tokens; exact 4/4 retrieval at 5%, 35%, 65%, and 95%; natural stop |
56
+ | Multilingual smoke | Arabic, Chinese, and Polish constraint-following prompts passed |
57
+
58
+ The 200k retrieval took 498.40 seconds end to end, including 474.04 seconds to
59
+ the first streamed token. Its client-side decode estimate was 9.28 tokens/s.
60
+ No prefix-cache hit was used.
61
+
62
+ Bounded exact-answer speed cells measured:
63
+
64
+ | Input text tokens | Incoming concurrency | Wall time | Client decode estimate |
65
+ |---:|---:|---:|---:|
66
+ | 1,024 | 1 | 14.88 s | 9.16 tok/s |
67
+ | 32,768 | 1 | 84.45 s | 9.47 tok/s |
68
+ | 131,072 | 1 | 306.10 s | 9.28 tok/s |
69
+ | 1,024 | 2 | 29.84 s total | 9.34 tok/s mean |
70
+
71
+ These are client estimates from usage counts and stream timing, not isolated
72
+ kernel timings. The server was intentionally configured for one active
73
+ sequence, so two incoming requests queued rather than decoding concurrently.
74
+
75
+ ## Important limitations
76
+
77
+ - The requested 25–50 tok/s decode target was **not met**. The accepted
78
+ baseline is consistently about 9.3 tok/s.
79
+ - One simple Python task spent the full 600-second wall deadline generating
80
+ reasoning and returned no final content. This is retained as a failed
81
+ responsiveness/code-quality probe.
82
+ - Exact held-out KLD against the BF16 base has not been measured for this exact
83
+ 2.0-bpw artifact. Historical results from other prunes are not claimed here.
84
+ - The visual checks are small controlled fixtures, not a broad vision-quality
85
+ benchmark.
86
+ - DFlash2 acceleration was investigated but is not part of this release. In
87
+ the tested vLLM build, draft metadata inherited the target MLA KV format and
88
+ failed initialization. Context was not reduced and eager mode was not used
89
+ as a workaround.
90
+
91
+ ## Runtime
92
+
93
+ This checkpoint needs the accompanying rank-stacked EXL3 runtime. Stock vLLM
94
+ does not understand this artifact layout. Use the pinned ARM64 container and
95
+ launch recipe from the public reproduction repository linked in this model's
96
+ repository metadata. Mount weights read-only. CUDA graphs are required.
97
+
98
+ ## Method and attribution
99
+
100
+ - Z.AI: GLM-5.3-Flash base model and tokenizer.
101
+ - TurboDerp / ExLlamaV3: EXL3 format and encoder lineage.
102
+ - Brandon M. Music: MIT-licensed GLM-5.2 EXL3/TR3 predecessor and
103
+ reproducibility methods. The permitted reference revision is
104
+ `f79c9167690ca705e877ae4dc55a841d1aae1247`; later GLM-5.3 artifacts were not
105
+ used.
106
+ - MiaAI Lab: GLM-5.3-Flash DGX Spark runtime lineage.
107
+ - Cerebras Research: REAP observation and expert-selection lineage.
108
+
109
+ Private prompts, credentials, hostnames, addresses, and fleet logs are not
110
+ included in this repository.
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