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artifact--zai-org.glm-5.3-flash-bf16.a6c167b6
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{ "link_type": "repository", "path": null, "reason": null, "repository": "0xSero/GLM-5.3-Flash-EXL3-3.0bpw", "revision": "8b099bf276507a17faea920deff3f62d5597fb52", "revision_source": "hf_api", "status": "known", "url": "https://huggingface.co/0xSero/GLM-5.3-Flash-EXL3-3.0bpw" }
artifact--0xsero.glm-5.3-flash-exl3-3.0bpw
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model--zai-org.glm-5.3-flash
0xSero GLM-5.3-Flash EXL3 3.0bpw (Dione, K3, TP4-sliced, native BF16 head)
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quant-fidelity-registry/v1
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{ "note": "unsealed source; the release publishes no seal. Its 130 shard sha256s (EXL3_MANIFEST.json, schema_version 1) were recomputed in full on the measurement instance.", "sealed": false }
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artifact--zai-org.glm-5.3-flash-bf16.a6c167b6
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{ "link_type": "repository", "path": null, "reason": null, "repository": "0xSero/GLM-5.3-Flash-EXL3-Q4", "revision": "99cccdf0e8741715662c383828a9ea601990c125", "revision_source": "hf_api", "status": "known", "url": "https://huggingface.co/0xSero/GLM-5.3-Flash-EXL3-Q4" }
artifact--0xsero.glm-5.3-flash-exl3-q4
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model--zai-org.glm-5.3-flash
0xSero GLM-5.3-Flash EXL3 Q4 (Dione, TP4-sliced)
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quant-fidelity-registry/v1
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attn.o=native:bf16@16|attn.other=native:mixed|attn.qkv=native:bf16@16|embed_tokens=native:bf16@16|lm_head=native:bf16@16|mlp.down=native:bf16@16|mlp.gate=native:bf16@16|mlp.up=native:bf16@16|moe.experts=quantized:exl3-mcg@4|moe.router=native:fp32@32|moe.shared_expert=native:bf16@16|mtp=native:bf16@16|norm=native:bf16@1...
{ "note": "unsealed source; see the unsealed_source disclosure", "sealed": false }
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artifact--zai-org.glm-5.2-bf16
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{ "link_type": "repository", "path": null, "reason": null, "repository": "brandonmusic/GLM-5.2-EXL3-TR3-3.0bpw", "revision": "f79c9167690ca705e877ae4dc55a841d1aae1247", "revision_source": "hf_api", "status": "known", "url": "https://huggingface.co/brandonmusic/GLM-5.2-EXL3-TR3-3.0bpw" }
artifact--brandonmusic.glm-5.2-exl3-tr3-3.0bpw
quant
model--zai-org.glm-5.2
brandonmusic GLM-5.2-EXL3-TR3-3.0bpw (routed experts trellis K3, TP4 rank-sharded, rest native)
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quant-fidelity-registry/v1
{ "activation_quantization": null, "assignments": [ { "bits_per_weight": 16, "format": "bf16", "layer_range": "all", "note": "78 tensors: model.layers.N.self_attn.o_proj.weight. read from brandonmusic/GLM-5.2-EXL3-TR3-3.0bpw@f79c9167690ca705e877ae4dc55a841d1aae1247 model.safetensors.inde...
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{ "sealed": false }
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{ "status": "public", "uri": "https://huggingface.co/zai-org/GLM-5.3-Flash" }
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{ "local_ai_registry": { "match_confidence": "unverified", "model_id": null, "model_instance_id": null, "url": null } }
artifact--zai-org.glm-5.3-flash-fp8
[ { "affects_comparability": true, "code": "revision_unpinned", "detail": "No measurement receipt for this artifact records a Hub revision. brandonmusic's runtime receipts record no zai-org revision.", "severity": "caveat" }, { "affects_comparability": false, "code": "record_note", "de...
{ "link_type": "repository", "path": null, "reason": null, "repository": "zai-org/GLM-5.3-Flash", "revision": null, "revision_source": "none", "status": "known", "url": "https://huggingface.co/zai-org/GLM-5.3-Flash" }
artifact--brandonmusic.glm-5.3-flash-fp8-mla-kv
quant
model--zai-org.glm-5.3-flash
GLM-5.3-Flash official FP8 weights served with FP8 MLA KV
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quant-fidelity-registry/v1
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{ "status": "unknown", "uri": null }
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artifact--zai-org.glm-5.3-flash-bf16.a6c167b6
[ { "affects_comparability": true, "code": "artifact_identity_incomplete", "detail": "The per-tensor-class quantization recipe for this artifact was never published, so scope.assignments records 'unknown' rather than a guessed allocation. Its scope_digest shows the gap.", "severity": "caveat" }, {...
{ "link_type": "none", "path": null, "reason": "No published NVFP4 checkpoint repository was located. The artifact exists as a serving configuration inside his runtime image, not as downloadable weights.", "repository": null, "revision": null, "revision_source": "none", "status": "unavailable", "url": n...
artifact--brandonmusic.glm-5.3-flash-nvfp4-runtime
quant
model--zai-org.glm-5.3-flash
brandonmusic GLM-5.3-Flash NVFP4 runtime build
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quant-fidelity-registry/v1
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{ "sealed": false }
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{ "status": "public", "uri": "https://huggingface.co/brandonmusic/GLM-5.3-Flash-tr3-4bpw" }
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artifact--zai-org.glm-5.3-flash-bf16.a6c167b6
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{ "link_type": "repository", "path": null, "reason": null, "repository": "brandonmusic/GLM-5.3-Flash-tr3-4bpw", "revision": null, "revision_source": "none", "status": "known", "url": "https://huggingface.co/brandonmusic/GLM-5.3-Flash-tr3-4bpw" }
artifact--brandonmusic.glm-5.3-flash-tr3-4bpw
quant
model--zai-org.glm-5.3-flash
brandonmusic GLM-5.3-Flash tr3 4bpw
{ "handle": "brandonmusic", "is_registry_maintainer": false, "name": "brandonmusic", "role": "quantizer", "url": "https://huggingface.co/brandonmusic" }
quant-fidelity-registry/v1
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{ "note": "ships its own five-cold-run receipt and reader digest 1fb3be87...", "sealed": true }
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artifact--qwen.qwen3.8-27b-bf16
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{ "link_type": "repository", "path": null, "reason": null, "repository": "cyankiwi/Qwen3.8-27B-AWQ-INT4", "revision": "63768c10df38c0395e12ef49edac1bd539eaeeea", "revision_source": "hf_api", "status": "known", "url": "https://huggingface.co/cyankiwi/Qwen3.8-27B-AWQ-INT4" }
artifact--cyankiwi.qwen3.8-27b-awq-int4
quant
model--qwen.qwen3.8-27b
cyankiwi Qwen3.8-27B AWQ-INT4
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quant-fidelity-registry/v1
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artifact--zai-org.glm-5.3-bf16
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artifact--davidsyoung.glm-5.3-exl3-tr3-3.0bpw
quant
model--zai-org.glm-5.3
davidsyoung GLM-5.3 EXL3 TR3 3.0bpw (routed experts trellis, TP4 rank-sharded)
{ "handle": "davidsyoung", "is_registry_maintainer": false, "name": "davidsyoung", "role": "quantizer", "url": "https://huggingface.co/davidsyoung" }
quant-fidelity-registry/v1
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artifact--zai-org.glm-5.3-bf16
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artifact--davidsyoung.glm-5.3-exl3-tr3-3.25bpw
quant
model--zai-org.glm-5.3
davidsyoung GLM-5.3 EXL3 TR3 3.25bpw (routed experts trellis, TP4 rank-sharded)
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quant-fidelity-registry/v1
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artifact--zai-org.glm-5.3-bf16
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artifact--davidsyoung.glm-5.3-exl3-tr3-3.42bpw
quant
model--zai-org.glm-5.3
davidsyoung GLM-5.3 EXL3 TR3 3.42bpw (routed experts trellis, TP4 rank-sharded)
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quant-fidelity-registry/v1
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null
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artifact--drowzeys.keys-glm-5.3-exl3
quant
model--zai-org.glm-5.3
drowzeys keys-GLM-5.3-EXL3 (routed experts trellis 3.0 bpw, mcg/mul1)
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quant-fidelity-registry/v1
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artifact--qwen.qwen3.8-27b-bf16
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artifact--gittensor-model-hub.qwen3.8-27b-nvfp4-rtx5090
quant
model--qwen.qwen3.8-27b
gittensor-model-hub Qwen3.8-27B NVFP4 (RTX5090)
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quant-fidelity-registry/v1
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null
[ { "affects_comparability": false, "code": "no_known_deviations", "detail": "Declared by the submission receipt.", "severity": "info" } ]
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artifact--hf-jobs.fbc43bce256063219c09ce70
quant
model--qwen.qwen3.8-27b.1d4bf0f2ff60
malaiwah/Qwen3.8-27B-EXL3-K5K6-hydrated
{ "handle": "malaiwah", "is_registry_maintainer": true, "name": "malaiwah", "role": "quantizer", "url": "https://huggingface.co/malaiwah" }
quant-fidelity-registry/v1
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null
[ { "affects_comparability": false, "code": "record_note", "detail": "Read from bytes (the index plus a ranged read of every shard header): the 57,600 routed-expert matrices of layers 3-77 are NVFP4 modelopt component sets -- e2m1 weight U8 [out, in/2], weight_scale F8_E4M3 [out, in/16] (group 16 along th...
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artifact--incoai.glm-5.3-nvfp4
quant
model--zai-org.glm-5.3
incoai GLM-5.3-NVFP4 (routed experts NVFP4 e2m1 group 16, rest native)
{ "handle": "incoai", "is_registry_maintainer": false, "name": "incoai", "role": "quantizer", "url": "https://huggingface.co/incoai" }
quant-fidelity-registry/v1
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{ "status": "public", "uri": "https://huggingface.co/Inferact/GLM-5.3-NVFP4" }
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[ { "affects_comparability": false, "code": "record_note", "detail": "Read from bytes (the index plus a ranged read of every shard header): the 57,600 routed-expert matrices of layers 3-77 are NVFP4 modelopt component sets -- e2m1 weight U8 [out, in/2], weight_scale F8_E4M3 [out, in/16] (group 16 along th...
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artifact--inferact.glm-5.3-nvfp4
quant
model--zai-org.glm-5.3
Inferact GLM-5.3-NVFP4 (routed experts NVFP4 e2m1 group 16, rest native)
{ "handle": "Inferact", "is_registry_maintainer": false, "name": "Inferact", "role": "quantizer", "url": "https://huggingface.co/Inferact" }
quant-fidelity-registry/v1
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artifact--malaiwah.deepseek-v4-tiny-random-bf16.185723bec10e
base
model--malaiwah.deepseek-v4-tiny-random-bf16
deepseek-v4-tiny-random-bf16 (random test fixture) native BF16
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quant-fidelity-registry/v1
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artifact--malaiwah.glm-5.2-siq-fruit-bf16
base
model--malaiwah.glm-5.2-siq-fruit
GLM-5.2-SIQ-Fruit BF16 (the reference export)
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quant-fidelity-registry/v1
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artifact--malaiwah.glm-5.2-siq-fruit-bf16
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artifact--malaiwah.glm-5.2-siq-fruit.exl3-k3k4
quant
model--malaiwah.glm-5.2-siq-fruit
GLM-5.2-SIQ-Fruit (exl3-trellis K3/K4 routed experts)
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quant-fidelity-registry/v1
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artifact--zai-org.glm-5.3-flash-bf16.a6c167b6
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artifact--malaiwah.glm-5.3-flash-tr3-6bpw
quant
model--zai-org.glm-5.3-flash
malaiwah GLM-5.3-Flash TR3 6bpw (K6)
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quant-fidelity-registry/v1
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artifact--zai-org.glm-5.3-flash-bf16.a6c167b6
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artifact--malaiwah.glm-5.3-flash-tr3-8bpw
quant
model--zai-org.glm-5.3-flash
malaiwah GLM-5.3-Flash TR3 8bpw (K8)
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quant-fidelity-registry/v1
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null
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artifact--malaiwah.glm-moe-dsa-tiny-random-bf16.a1a973330e4e
base
model--malaiwah.glm-moe-dsa-tiny-random-bf16
glm-moe-dsa-tiny-random-bf16 (random test fixture) native BF16
{ "handle": "malaiwah", "is_registry_maintainer": true, "name": "malaiwah", "role": "model-publisher", "url": "https://huggingface.co/malaiwah" }
quant-fidelity-registry/v1
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null
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artifact--malaiwah.glm-moe-dsa-tiny-random-bf16.a1a973330e4e
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{ "link_type": "repository", "path": null, "reason": null, "repository": "malaiwah/glm-moe-dsa-tiny-random-ct-mxfp4-rtn-format", "revision": "4f3287b3b0d9a34b1d2b56eaf15273a36ed2f0a0", "revision_source": "reported_by_author", "status": "known", "url": "https://huggingface.co/malaiwah/glm-moe-dsa-tiny-ra...
artifact--malaiwah.glm-moe-dsa-tiny-random-ct-mxfp4-rtn-format.4f3287b3b0d9
quant
model--malaiwah.glm-moe-dsa-tiny-random-bf16
glm-moe-dsa-tiny-random-ct-mxfp4-rtn-format (FORMAT fixture)
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quant-fidelity-registry/v1
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null
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artifact--malaiwah.glm-moe-dsa-tiny-random-bf16.a1a973330e4e
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artifact--malaiwah.glm-moe-dsa-tiny-random-ct-nvfp4-rtn-format.f6056d80c8a4
quant
model--malaiwah.glm-moe-dsa-tiny-random-bf16
glm-moe-dsa-tiny-random-ct-nvfp4-rtn-format (FORMAT fixture)
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quant-fidelity-registry/v1
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artifact--malaiwah.qwen3-5-tiny-random-bf16.a430e41d5814
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quant-fidelity-registry/v1
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artifact--malaiwah.qwen3.8-27b-k4
quant
model--qwen.qwen3.8-27b
malaiwah Qwen3.8-27B K4
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artifact--malaiwah.qwen4-exp-tiny-random-bf16.90fcdd52d45a
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model--malaiwah.qwen4-exp-tiny-random-bf16
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artifact--malaiwah.smollm2-135m-qfs-gptq-int4-g32
quant
model--malaiwah.smollm2-135m-qfs-native-bf16
malaiwah/SmolLM2-135M-QFS-gptq-int4-g32
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artifact--malaiwah.smollm2-135m-qfs-gptq-int4-g64
quant
model--malaiwah.smollm2-135m-qfs-native-bf16
malaiwah/SmolLM2-135M-QFS-gptq-int4-g64
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artifact--malaiwah.smollm2-135m-qfs-native-bf16.5dc8abe390e2
base
model--malaiwah.smollm2-135m-qfs-native-bf16
SmolLM2-135M native BF16 (unchanged source mirror) native BF16
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quant-fidelity-registry/v1
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artifact--malaiwah.smollm2-135m-qfs-rtn-int4-g64
quant
model--malaiwah.smollm2-135m-qfs-native-bf16
malaiwah/SmolLM2-135M-QFS-rtn-int4-g64
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quant-fidelity-registry/v1
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null
null
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artifact--malaiwah.spark2-5-tiny-random-bf16.c0a57b037007
base
model--malaiwah.spark2-5-tiny-random-bf16
spark2-5-tiny-random-bf16 (random test fixture) native BF16
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quant-fidelity-registry/v1
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null
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artifact--zai-org.glm-5.3-flash-bf16.a6c167b6
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artifact--mia-ailab.glm-5.3-flash-exl3-tr3-4bpw
quant
model--zai-org.glm-5.3-flash
Mia-AiLab GLM-5.3-Flash EXL3 TR3 4bpw (byte-identical mirror of brandonmusic's)
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quant-fidelity-registry/v1
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artifact--zai-org.glm-5.3-flash-fp8
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model--zai-org.glm-5.3-flash
orcarouter GLM-5.3-Flash-MLX 2-bit
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model--zai-org.glm-5.3-flash
orcarouter GLM-5.3-Flash-MLX 2bit-lite
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quant-fidelity-registry/v1
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artifact--zai-org.glm-5.3-flash-fp8
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artifact--orcarouter.glm-5.3-flash-mlx-3bit
quant
model--zai-org.glm-5.3-flash
orcarouter GLM-5.3-Flash-MLX 3-bit
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quant-fidelity-registry/v1
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artifact--zai-org.glm-5.3-flash-fp8
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artifact--orcarouter.glm-5.3-flash-mlx-4bit
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model--zai-org.glm-5.3-flash
orcarouter GLM-5.3-Flash-MLX 4-bit
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quant-fidelity-registry/v1
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artifact--zai-org.glm-5.3-flash-fp8
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artifact--orcarouter.glm-5.3-flash-mlx-6bit
quant
model--zai-org.glm-5.3-flash
orcarouter GLM-5.3-Flash-MLX 6-bit
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quant-fidelity-registry/v1
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null
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artifact--qwen.qwen3.8-27b-bf16
base
model--qwen.qwen3.8-27b
Qwen3.8-27B BF16
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quant-fidelity-registry/v1
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artifact--qwen.qwen3.8-27b-bf16
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artifact--qwen.qwen3.8-27b-fp8
quant
model--qwen.qwen3.8-27b
Qwen3.8-27B FP8 (official)
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quant-fidelity-registry/v1
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null
null
[ { "affects_comparability": false, "asserts_provenance": true, "code": "record_note", "detail": "Native HF Jobs root. Receipt integrity and qualification were reviewed; the registry owner did not independently reproduce this run.", "severity": "info", "sources": [ { "kind": "hf_...
{ "link_type": "repository", "path": null, "reason": null, "repository": "Qwen/Qwen3.8-27B", "revision": "1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0", "revision_source": "reported_by_author", "status": "known", "url": "https://huggingface.co/Qwen/Qwen3.8-27B" }
artifact--qwen.qwen3.8-27b.1d4bf0f2ff60
base
model--qwen.qwen3.8-27b.1d4bf0f2ff60
Qwen3.8-27B native BF16
{ "handle": "Qwen", "is_registry_maintainer": false, "name": "Qwen", "role": "model-publisher", "url": "https://huggingface.co/Qwen" }
quant-fidelity-registry/v1
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attn.o=native:bf16@16|attn.qkv=native:bf16@16|embed_tokens=native:bf16@16|lm_head=native:bf16@16|mlp.down=native:bf16@16|mlp.gate=native:bf16@16|mlp.up=native:bf16@16|moe.experts=native:bf16@16|norm=native:bf16@16|head=native|kv=bf16
null
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{ "config_sha256": "191e0af232104ed8b65258cf3fb2b842e288008baca7633c11b82a1ac7203aab", "container": "safetensors", "index_sha256": null, "precision_label": "BF16", "shard_count": 18, "shard_sha256": { "model-00001-of-00018.safetensors": "ba0ce20aae489ad196733da5064bcdf159a1fe84f53336648196e1ebb7751b1c",...
{ "status": "public", "uri": "https://huggingface.co/RadixArk/GLM-5.3-NVFP4" }
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{ "local_ai_registry": { "match_confidence": "unverified", "model_id": null, "model_instance_id": null, "url": null } }
null
[ { "affects_comparability": false, "code": "record_note", "detail": "Read from bytes (the index plus a ranged read of every shard header): the 57,600 routed-expert matrices of layers 3-77 are NVFP4 modelopt component sets -- e2m1 weight U8 [out, in/2], weight_scale F8_E4M3 [out, in/16] (group 16 along th...
{ "link_type": "repository", "path": null, "reason": null, "repository": "RadixArk/GLM-5.3-NVFP4", "revision": "11af4cba759e6559eda70358a5778bd1bddddd78", "revision_source": "hf_api", "status": "known", "url": "https://huggingface.co/RadixArk/GLM-5.3-NVFP4" }
artifact--radixark.glm-5.3-nvfp4
quant
model--zai-org.glm-5.3
RadixArk GLM-5.3-NVFP4 (routed experts NVFP4 e2m1 group 16, rest native)
{ "handle": "RadixArk", "is_registry_maintainer": false, "name": "RadixArk", "role": "quantizer", "url": "https://huggingface.co/RadixArk" }
quant-fidelity-registry/v1
{ "activation_quantization": null, "assignments": [ { "bits_per_weight": 16, "format": "bf16", "layer_range": "all", "note": "78 tensors: model.layers.N.self_attn.o_proj.weight. read from RadixArk/GLM-5.3-NVFP4@11af4cba759e6559eda70358a5778bd1bddddd78 model.safetensors.index.json + every...
attn.o=native:bf16@16|attn.other=native:bf16@16|attn.qkv=native:bf16@16|embed_tokens=native:bf16@16|lm_head=native:bf16@16|mlp.down=native:bf16@16|mlp.gate=native:bf16@16|mlp.up=native:bf16@16|moe.experts=quantized:nvfp4@4|moe.router=native:mixed|moe.shared_expert=native:bf16@16|mtp=native:mixed|norm=native:bf16@16|hea...
{ "sealed": false }
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{ "config_sha256": "1dd7f73e24d6a980c005b7faaa6fcfbc62c74647c792b4d236cd0fa55d772a77", "container": "safetensors", "index_sha256": "2aa8397b501d9f6a232d153f328feb912f813c389061aac4cf72b04914fa5b74", "precision_label": "NVFP4", "shard_count": 47, "size_basis": "repo_weight_files", "size_bytes": 46482304209...
{ "status": "public", "uri": "https://huggingface.co/turboderp/GLM-5.3-Flash-exl3" }
{ "bits_per_weight_effective": null, "bits_per_weight_nominal": 2.05, "calibration": { "corpus": null, "overlapping_panel_refs": [], "overlaps_any_panel": null, "tokens": 512000, "used": true }, "family": "exl3-mul1", "group_size": null, "quantizer": { "pipeline_ref": null, "re...
{ "local_ai_registry": { "match_confidence": "unverified", "model_id": null, "model_instance_id": null, "url": null } }
artifact--zai-org.glm-5.3-flash-fp8
[ { "affects_comparability": true, "code": "unsealed_source", "detail": "Stock exllamav3 releases ship no upstream receipts, reconstruction closures or sealed reader ABI. The packed surface was decoded WITHOUT seal verification; the immutable repo revision and the artifact's own quantization_config sha256...
{ "link_type": "repository", "path": "branch 2.05bpw", "reason": null, "repository": "turboderp/GLM-5.3-Flash-exl3", "revision": "51058cd551c7e570d87bd32a4adee720edce2349", "revision_source": "hf_api", "status": "known", "url": "https://huggingface.co/turboderp/GLM-5.3-Flash-exl3" }
artifact--turboderp.glm-5.3-flash-exl3-2.05bpw
quant
model--zai-org.glm-5.3-flash
turboderp GLM-5.3-Flash EXL3 2.05bpw (stock exllamav3, mul1, quantized head at 5 bits)
{ "handle": "turboderp", "is_registry_maintainer": false, "name": "turboderp", "role": "quantizer", "url": "https://huggingface.co/turboderp" }
quant-fidelity-registry/v1
{ "activation_quantization": null, "assignments": [ { "bits_per_weight": 16, "format": "bf16", "layer_range": "all", "note": "read from the release's OWN quantization_config.json @ 51058cd551c7e570d87bd32a4adee720edce2349 (47,905,719 bytes, sha256 22a0eb34458b7a5951a5f20aa30290b6cd330085...
attn.o=quantized:exl3-mul1@4|attn.other=native:fp16@16|attn.qkv=quantized:exl3-mul1@4|embed_tokens=native:bf16@16|lm_head=quantized:exl3-mul1@5|mlp.down=quantized:exl3-mul1@3|mlp.gate=quantized:exl3-mul1@3|mlp.up=quantized:exl3-mul1@3|moe.experts=quantized:exl3-mul1@2|moe.router=native:fp32@32|moe.shared_expert=quantiz...
{ "note": "unsealed source; see the unsealed_source disclosure", "sealed": false }
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{ "container": "exl3", "precision_label": "2.05 bpw", "shard_count": 19, "size_basis": "repo_all_files", "size_bytes": 85233484348, "size_gb": 85.233484348, "tensor_parallel": { "pre_sliced": false, "world_size": null } }
{ "status": "public", "uri": "https://huggingface.co/turboderp/GLM-5.3-Flash-exl3" }
{ "bits_per_weight_effective": null, "bits_per_weight_nominal": 4.05, "calibration": { "corpus": null, "overlapping_panel_refs": [], "overlaps_any_panel": null, "tokens": 512000, "used": true }, "family": "exl3-mul1", "group_size": null, "quantizer": { "pipeline_ref": null, "re...
{ "local_ai_registry": { "match_confidence": "unverified", "model_id": null, "model_instance_id": null, "url": null } }
artifact--zai-org.glm-5.3-flash-fp8
[ { "affects_comparability": true, "code": "unsealed_source", "detail": "Stock exllamav3 releases ship no upstream receipts, reconstruction closures or sealed reader ABI. The packed surface was decoded WITHOUT seal verification; the immutable repo revision, the artifact's own config/index sha256 and the c...
{ "link_type": "repository", "path": "branch 4.05bpw", "reason": null, "repository": "turboderp/GLM-5.3-Flash-exl3", "revision": "2a30229e67012798ba9f0cd832bb78abf4c363d5", "revision_source": "hf_api", "status": "known", "url": "https://huggingface.co/turboderp/GLM-5.3-Flash-exl3" }
artifact--turboderp.glm-5.3-flash-exl3-4.05bpw
quant
model--zai-org.glm-5.3-flash
turboderp GLM-5.3-Flash EXL3 4.05bpw (stock exllamav3, mul1, quantized head)
{ "handle": "turboderp", "is_registry_maintainer": false, "name": "turboderp", "role": "quantizer", "url": "https://huggingface.co/turboderp" }
quant-fidelity-registry/v1
{ "activation_quantization": null, "assignments": [ { "bits_per_weight": 16, "format": "bf16", "layer_range": "all", "note": "read from the release's OWN quantization_config.json @ 2a30229e (47.9 MB, one tensor_storage entry per module): bits = trellis.shape[-1]//16, verified identical w...
attn.o=quantized:exl3-mul1@6|attn.other=native:fp16@16|attn.qkv=quantized:exl3-mul1@6|embed_tokens=native:bf16@16|lm_head=quantized:exl3-mul1@6|mlp.down=quantized:exl3-mul1@5|mlp.gate=quantized:exl3-mul1@5|mlp.up=quantized:exl3-mul1@5|moe.experts=quantized:exl3-mul1@4|moe.router=native:fp32@32|moe.shared_expert=quantiz...
{ "note": "unsealed source; see the unsealed_source disclosure", "sealed": false }
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{ "container": "exl3", "precision_label": "4.05 bpw", "shard_count": 19, "size_basis": "repo_all_files", "size_bytes": 165151543361, "size_gb": 165.151543361, "tensor_parallel": { "pre_sliced": false, "world_size": null } }
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{ "local_ai_registry": { "match_confidence": "unverified", "model_id": null, "model_instance_id": null, "url": null } }
artifact--qwen.qwen3.8-27b-bf16
[ { "affects_comparability": true, "code": "artifact_identity_incomplete", "detail": "The per-tensor-class quantization recipe for this artifact was never published, so scope.assignments records 'unknown' rather than a guessed allocation. Its scope_digest shows the gap.", "severity": "caveat" }, {...
{ "link_type": "repository", "path": "branch:5.00bpw", "reason": null, "repository": "turboderp/Qwen3.8-27B-exl3", "revision": "a35e75a73baee51da709329d19294245cbeeb5d8", "revision_source": "hf_api", "status": "known", "url": "https://huggingface.co/turboderp/Qwen3.8-27B-exl3" }
artifact--turboderp.qwen3.8-27b-exl3.5bpw
quant
model--qwen.qwen3.8-27b
turboderp Qwen3.8-27B exl3 5.00bpw
{ "handle": "turboderp", "is_registry_maintainer": false, "name": "turboderp", "role": "quantizer", "url": "https://huggingface.co/turboderp" }
quant-fidelity-registry/v1
{ "activation_quantization": null, "assignments": [ { "bits_per_weight": null, "format": "unknown", "layer_range": "all", "tensor_class": "embed_tokens", "treatment": "unknown" }, { "bits_per_weight": null, "format": "unknown", "layer_range": "all", ...
attn.o=unknown:unknown|attn.qkv=unknown:unknown|embed_tokens=unknown:unknown|lm_head=unknown:unknown|mlp.down=quantized:exl3-mcg@5|mlp.gate=quantized:exl3-mcg@5|mlp.up=quantized:exl3-mcg@5|moe.experts=quantized:exl3-mcg@5|head=unknown|kv=bf16
{ "sealed": false }
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{ "container": "exl3", "precision_label": "5.00bpw", "size_basis": "repo_all_files", "size_bytes": 19925543918, "size_gb": 19.925543918 }
{ "status": "public", "uri": "https://huggingface.co/turboderp/Qwen3.8-27B-exl3" }
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{ "local_ai_registry": { "match_confidence": "unverified", "model_id": null, "model_instance_id": null, "url": null } }
artifact--qwen.qwen3.8-27b-bf16
[ { "affects_comparability": true, "code": "artifact_identity_incomplete", "detail": "The per-tensor-class quantization recipe for this artifact was never published, so scope.assignments records 'unknown' rather than a guessed allocation. Its scope_digest shows the gap.", "severity": "caveat" }, {...
{ "link_type": "repository", "path": "branch:6.00bpw", "reason": null, "repository": "turboderp/Qwen3.8-27B-exl3", "revision": "d32ba0bbd17de6bed8d5bbfb8c19f16f228f67ff", "revision_source": "hf_api", "status": "known", "url": "https://huggingface.co/turboderp/Qwen3.8-27B-exl3" }
artifact--turboderp.qwen3.8-27b-exl3.6bpw
quant
model--qwen.qwen3.8-27b
turboderp Qwen3.8-27B exl3 6.00bpw
{ "handle": "turboderp", "is_registry_maintainer": false, "name": "turboderp", "role": "quantizer", "url": "https://huggingface.co/turboderp" }
quant-fidelity-registry/v1
{ "activation_quantization": null, "assignments": [ { "bits_per_weight": null, "format": "unknown", "layer_range": "all", "tensor_class": "embed_tokens", "treatment": "unknown" }, { "bits_per_weight": null, "format": "unknown", "layer_range": "all", ...
attn.o=unknown:unknown|attn.qkv=unknown:unknown|embed_tokens=unknown:unknown|lm_head=unknown:unknown|mlp.down=quantized:exl3-mcg@6|mlp.gate=quantized:exl3-mcg@6|mlp.up=quantized:exl3-mcg@6|moe.experts=quantized:exl3-mcg@6|head=unknown|kv=bf16
{ "sealed": false }
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{ "container": "exl3", "precision_label": "6.00bpw", "size_basis": "repo_all_files", "size_bytes": 22966414310, "size_gb": 22.96641431 }
{ "status": "unknown", "uri": null }
{ "bits_per_weight_effective": null, "bits_per_weight_nominal": 4, "calibration": { "corpus": null, "overlapping_panel_refs": [], "overlaps_any_panel": null, "tokens": null, "used": null }, "family": "awq", "group_size": null }
{ "local_ai_registry": { "match_confidence": "unverified", "model_id": null, "model_instance_id": null, "url": null } }
artifact--qwen.qwen3.8-27b-bf16
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{ "link_type": "none", "path": null, "reason": "The measurement receipt records only a local path (/models/Qwen3.8-27B-AWQ-INT4) and model_revision=null. An upstream repository id circulates in our own landscape notes but is not recorded by any receipt, so it is NOT asserted here.", "repository": null, "revis...
artifact--unattributed.qwen3.8-27b-awq-int4
quant
model--qwen.qwen3.8-27b
Qwen3.8-27B AWQ-INT4 (upstream unattributed)
{ "handle": null, "is_registry_maintainer": false, "name": "unknown", "role": "quantizer", "url": null }
quant-fidelity-registry/v1
{ "activation_quantization": null, "assignments": [ { "bits_per_weight": null, "format": "unknown", "layer_range": "all", "tensor_class": "embed_tokens", "treatment": "unknown" }, { "bits_per_weight": null, "format": "unknown", "layer_range": "all", ...
attn.o=unknown:unknown|attn.qkv=unknown:unknown|embed_tokens=unknown:unknown|lm_head=unknown:unknown|mlp.down=quantized:awq@4|mlp.gate=quantized:awq@4|mlp.up=quantized:awq@4|moe.experts=quantized:awq@4|head=unknown|kv=bf16
{ "sealed": false }
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{ "container": "safetensors", "precision_label": "INT4", "shard_sha256": {}, "size_basis": "unknown", "size_bytes": null, "size_gb": null }
{ "status": "unknown", "uri": null }
{ "bits_per_weight_effective": null, "bits_per_weight_nominal": 4, "calibration": { "corpus": null, "overlapping_panel_refs": [], "overlaps_any_panel": null, "tokens": null, "used": null }, "family": "nvfp4", "group_size": null }
{ "local_ai_registry": { "match_confidence": "unverified", "model_id": null, "model_instance_id": null, "url": null } }
artifact--qwen.qwen3.8-27b-bf16
[ { "affects_comparability": true, "code": "artifact_identity_incomplete", "detail": "The per-tensor-class quantization recipe for this artifact was never published, so scope.assignments records 'unknown' rather than a guessed allocation. Its scope_digest shows the gap.", "severity": "caveat" }, {...
{ "link_type": "none", "path": null, "reason": "The measurement receipt records only a local path (/models/Qwen3.8-27B-MTP-NVFP4) and model_revision=null. An upstream repository id circulates in our own landscape notes but is not recorded by any receipt, so it is NOT asserted here.", "repository": null, "revi...
artifact--unattributed.qwen3.8-27b-mtp-nvfp4
quant
model--qwen.qwen3.8-27b
Qwen3.8-27B MTP-NVFP4 (upstream unattributed)
{ "handle": null, "is_registry_maintainer": false, "name": "unknown", "role": "quantizer", "url": null }
quant-fidelity-registry/v1
{ "activation_quantization": null, "assignments": [ { "bits_per_weight": null, "format": "unknown", "layer_range": "all", "tensor_class": "embed_tokens", "treatment": "unknown" }, { "bits_per_weight": null, "format": "unknown", "layer_range": "all", ...
attn.o=unknown:unknown|attn.qkv=unknown:unknown|embed_tokens=unknown:unknown|lm_head=unknown:unknown|mlp.down=quantized:nvfp4@4|mlp.gate=quantized:nvfp4@4|mlp.up=quantized:nvfp4@4|moe.experts=quantized:nvfp4@4|head=unknown|kv=bf16
{ "sealed": false }
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{ "container": "safetensors", "precision_label": "NVFP4", "shard_sha256": { "model-mtp-bf16.safetensors": "90fa0e3eed5a647c035c6df9ecabc416c0f8d573ff84ac12485b085f00a7cdf2", "model.safetensors": "0e1597fc7835a5a7578243809420f88ae06732733a716e49629392e571a62f76" }, "size_basis": "unknown", "size_byte...
{ "status": "public", "uri": "https://huggingface.co/unsloth/GLM-5.2-GGUF" }
{ "bits_per_weight_effective": null, "bits_per_weight_nominal": 4, "calibration": { "corpus": null, "overlapping_panel_refs": [], "overlaps_any_panel": null, "tokens": null, "used": null }, "family": "gguf-k-quant", "group_size": null, "quantizer": { "pipeline_ref": null, "revi...
{ "local_ai_registry": { "match_confidence": "unverified", "model_id": null, "model_instance_id": null, "url": null } }
null
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artifact--unsloth.glm-5.2-gguf.ud-q4-k-xl
quant
model--zai-org.glm-5.2
unsloth GLM-5.2-GGUF UD-Q4_K_XL (llama.cpp k-quant build, mixed per tensor)
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quant-fidelity-registry/v1
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artifact--unsloth.glm-5.3-gguf.ud-q4-k-xl
quant
model--zai-org.glm-5.3
unsloth GLM-5.3-GGUF UD-Q4_K_XL (llama.cpp k-quant build, mixed per tensor)
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quant-fidelity-registry/v1
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artifact--qwen.qwen3.8-27b-bf16
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artifact--unsloth.qwen3.8-27b-gguf.bf16
base
model--qwen.qwen3.8-27b
unsloth Qwen3.8-27B-GGUF BF16
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quant-fidelity-registry/v1
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artifact--qwen.qwen3.8-27b-bf16
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{ "link_type": "repository", "path": "Qwen3.8-27B-Q6_K.gguf", "reason": null, "repository": "unsloth/Qwen3.8-27B-GGUF", "revision": "f1bfb127c64f7072bdd2cad55f258b9c8b2910fe", "revision_source": "hf_api", "status": "known", "url": "https://huggingface.co/unsloth/Qwen3.8-27B-GGUF" }
artifact--unsloth.qwen3.8-27b-gguf.q6-k
quant
model--qwen.qwen3.8-27b
unsloth Qwen3.8-27B-GGUF Q6_K
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quant-fidelity-registry/v1
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artifact--qwen.qwen3.8-27b-bf16
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artifact--unsloth.qwen3.8-27b-gguf.q8-0
quant
model--qwen.qwen3.8-27b
unsloth Qwen3.8-27B-GGUF Q8_0
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quant-fidelity-registry/v1
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artifact--qwen.qwen3.8-27b-bf16
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{ "link_type": "repository", "path": "Qwen3.8-27B-UD-Q5_K_XL.gguf", "reason": null, "repository": "unsloth/Qwen3.8-27B-GGUF", "revision": "f1bfb127c64f7072bdd2cad55f258b9c8b2910fe", "revision_source": "hf_api", "status": "known", "url": "https://huggingface.co/unsloth/Qwen3.8-27B-GGUF" }
artifact--unsloth.qwen3.8-27b-gguf.ud-q5-k-xl
quant
model--qwen.qwen3.8-27b
unsloth Qwen3.8-27B-GGUF UD-Q5_K_XL
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quant-fidelity-registry/v1
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artifact--qwen.qwen3.8-27b-bf16
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{ "link_type": "repository", "path": null, "reason": null, "repository": "unsloth/Qwen3.8-27B-NVFP4", "revision": "9c73e2daee1d0fd494ffbd1d8753f2174a953796", "revision_source": "reported_by_author", "status": "known", "url": "https://huggingface.co/unsloth/Qwen3.8-27B-NVFP4" }
artifact--unsloth.qwen3.8-27b-nvfp4
quant
model--qwen.qwen3.8-27b
unsloth Qwen3.8-27B NVFP4
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quant-fidelity-registry/v1
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{ "container": "safetensors", "precision_label": "NVFP4", "size_basis": "unknown", "size_bytes": null, "size_gb": null }
{ "status": "public", "uri": "https://huggingface.co/vcruz305/GLM-5.3-Flash-EXL3-K2" }
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null
[ { "affects_comparability": true, "code": "unsealed_source", "detail": "The release ships no upstream receipts, no reconstruction closures, no sealed reader ABI -- and, unlike every other third-party artifact measured on this panel, no per-shard digest list of its own either: there is no SHA256SUMS and n...
{ "link_type": "repository", "path": null, "reason": null, "repository": "vcruz305/GLM-5.3-Flash-EXL3-K2", "revision": "1718dd403534fd369e82d676e55a50dc19630ffc", "revision_source": "hf_api", "status": "known", "url": "https://huggingface.co/vcruz305/GLM-5.3-Flash-EXL3-K2" }
artifact--vcruz305.glm-5.3-flash-exl3-k2
quant
model--zai-org.glm-5.3-flash
vcruz305 GLM-5.3-Flash EXL3 K2 (stock-exllamav3 HF layout, mcg, routed experts only, native BF16 head)
{ "handle": "vcruz305", "is_registry_maintainer": false, "name": "vcruz305", "role": "quantizer", "url": "https://huggingface.co/vcruz305" }
quant-fidelity-registry/v1
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{ "note": "unsealed source, and no producer digest list of any kind; see the unsealed_source disclosure for what binds the bytes", "sealed": false }
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artifact--zai-org.glm-5.2-bf16
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artifact--willfalco.glm-5.2-exl3-tr3-3.25bpw
quant
model--zai-org.glm-5.2
willfalco GLM-5.2-EXL3-TR3-3.25bpw (routed experts trellis mixed K, TP4 rank-sharded, rest native)
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quant-fidelity-registry/v1
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artifact--wrldsuksgo2mars.glm-5.3-exl3-k4-v1
quant
model--zai-org.glm-5.3
wrldsuksgo2mars GLM-5.3 EXL3 K4 v1 (routed experts trellis K4, rest FP8)
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quant-fidelity-registry/v1
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artifact--zai-org.glm-5.3-flash-bf16.a6c167b6
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artifact--wrldsuksgo2mars.glm-5.3-flash-exl3-k3-v1
quant
model--zai-org.glm-5.3-flash
wrldsuksgo2mars GLM-5.3-Flash EXL3 K3 v1 (routed experts trellis K3 mcg, rest bf16)
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quant-fidelity-registry/v1
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artifact--zai-org.glm-5.2-bf16
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model--zai-org.glm-5.2
GLM-5.2 BF16 (the official full-precision release)
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quant-fidelity-registry/v1
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artifact--zai-org.glm-5.2-fp8
quant
model--zai-org.glm-5.2
GLM-5.2 FP8 (the official block-scaled release)
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quant-fidelity-registry/v1
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artifact--zai-org.glm-5.3-bf16
base
model--zai-org.glm-5.3
GLM-5.3 BF16 (the official full-precision release)
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quant-fidelity-registry/v1
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artifact--zai-org.glm-5.3-flash-bf16.a6c167b6
base
model--zai-org.glm-5.3-flash
GLM-5.3-Flash BF16 @a6c167b6
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quant-fidelity-registry/v1
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[ { "affects_comparability": false, "code": "record_note", "detail": "A DIFFERENT pinned revision of the same repository from artifact--zai-org.glm-5.3-flash-bf16.a6c167b6. index_sha256 and config_sha256 agree between the two; the Hub revisions do not. Both are kept as separate artifacts because a registr...
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artifact--zai-org.glm-5.3-flash-bf16.b1967181
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model--zai-org.glm-5.3-flash
GLM-5.3-Flash BF16 @b1967181
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quant-fidelity-registry/v1
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null
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artifact--zai-org.glm-5.3-flash-fp8
quant
model--zai-org.glm-5.3-flash
GLM-5.3-Flash official FP8
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quant-fidelity-registry/v1
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artifact--zai-org.glm-5.3-fp8
quant
model--zai-org.glm-5.3
GLM-5.3 FP8 (the official block-scaled release)
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quant-fidelity-registry/v1
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