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unsloth/Qwen3.8-27B-NVFP4
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RadixArk/Qwen3.8-27B-NVFP4
856,173
57
2026-08-22T00:00:00
modelopt
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null
Inferact/Qwen3.8-27B-NVFP4
667,779
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2026-08-14T00:00:00
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null
gittensor-model-hub/Qwen3.8-27B-NVFP4-RTX5090
111,155
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modelopt
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sakamakismile/Qwen3.8-27B-MTP-NVFP4
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sakamakismile/Qwen3.8-27B-AEON-ULTIMATE-UNCENSORED-NVFP4
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nvfp4-pack-quantized
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neroued/Qwen3.8-27B-nvfp4-NInfer
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2026-08-19T00:00:00
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no safetensors index (single-file checkpoint, gated repo, or non-safetensors layout)
null
sakamakismile/Huihui-Qwen3.8-27B-abliterated-NVFP4
20,354
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2026-08-24T00:00:00
nvfp4-pack-quantized
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orcarouter/Qwen3.8-27B-Uncensored-NVFP4
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44136fa355b3678a
null
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not-auditable
no safetensors index (single-file checkpoint, gated repo, or non-safetensors layout)
null
joshebbs/qwen3.8-27b-uncensored-nvfp4-modelopt
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2026-08-15T00:00:00
modelopt
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null
Blackfrost-AI/Qwen3.8-27B-ABLITERATED-NVFP4
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null
hwkranger/Qwen3.8-27B-heretic-ara-NVFP4
8,531
3
2026-08-16T00:00:00
modelopt
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null
huginnfork/Qwen3.8-27B-NVFP4A16
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2026-08-14T00:00:00
nvfp4-pack-quantized
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gittensor-model-hub/Qwen3.8-27B-DSpark-NVFP4
5,802
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modelopt
20
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not-auditable
no safetensors index (single-file checkpoint, gated repo, or non-safetensors layout)
null
aday777/Qwen3.8-27B-ARA-abliterated-NVFP4-MTP
5,173
2
2026-08-15T00:00:00
nvfp4-pack-quantized
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mtp.* present, bf16, and pinned in ignore
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kelnei/Qwen3.8-27B-NVFP4
5,146
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2026-08-17T00:00:00
mixed-precision
314
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null
rdtand/Qwen3.8-27B-PrismaAQUA-5.5bit-vllm
4,869
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mixed-precision
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mlx-community/Qwen3.8-27B-nvfp4
4,729
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2026-08-14T00:00:00
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checkpoint contains no mtp.* tensors, so vLLM cannot run --speculative-config method=mtp against it; worse, config.json still declares an MTP layer count, promising a head that isn't there
null
RedHatAI/Qwen3.8-27B-NVFP4
3,989
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mixed-precision
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every weight shard sha256-identical to unsloth/Qwen3.8-27B-NVFP4, same quantization_config
unsloth/Qwen3.8-27B-NVFP4
lyf/Qwen3.8-27B-Blackfrost-Abliterated-NVFP4-MTP-VL
3,780
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nvfp4-pack-quantized
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cloudnathan5/Qwen3.8-27B-NVFP4a16-AWQ
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mlx-community/Qwen3.8-27B-MTP-nvfp4
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none of visual.*/linear_attn.*/mtp.* found; this checkpoint does not use transformers Qwen3_5 tensor names (MLX and similar re-keyed formats)
null
lyf/Qwen3.8-27B-Heretic-ARA-NVFP4-MTP-VL
2,307
1
2026-08-16T00:00:00
nvfp4-pack-quantized
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a2genesis/Qwen3.8-27B-NVFP4
2,115
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2026-08-14T00:00:00
modelopt
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ok-unverified-schema
mtp.* present and unquantized, but this is a modelopt build, whose loader path this script does not model
null
PassingByPixels/Qwen3.8-27B-NVFP4
2,069
2
2026-08-14T00:00:00
modelopt
149
true
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mtp.* present and unquantized, but this is a modelopt build, whose loader path this script does not model
null
lribeiro/Qwen3.8-27B-nvfp4-v17
2,041
0
2026-08-17T00:00:00
float-quantized
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mtp.* present and unquantized, but this is a float-quantized build, whose loader path this script does not model
null
edp1096/Huihui-RadixArk-Qwen3.8-27B-abliterated-NVFP4
1,836
0
2026-08-19T00:00:00
modelopt
2
true
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null
windowsxp811203/Qwen3.8-27B-Abliterated-NVFP4
1,643
2
2026-08-24T00:00:00
nvfp4-pack-quantized
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true
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null
dbirks/Qwen3.8-27B-NVFP4-AutoRound
1,600
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2026-08-15T00:00:00
nvfp4-pack-quantized
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null
r0b0tlab/Qwen3.8-27B-NVFP4-MTP-sm121
1,482
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2026-08-16T00:00:00
modelopt
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mtp.* present and unquantized, but this is a modelopt build, whose loader path this script does not model
null
Mantrah/Qwen3.8-27B-NVFP4-GDN
1,264
2
2026-08-16T00:00:00
modelopt
0
true
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ok-unverified-schema
mtp.* present and unquantized, but this is a modelopt build, whose loader path this script does not model
null
Vtuber-plan/Qwen3.8-27B-Uncensored-NVFP4
1,146
1
2026-08-20T00:00:00
modelopt
149
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null
windowsxp811203/Qwen3.8-27B-Cold-Fusion-GAIN-V1.1-NVFP4
929
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2026-08-24T00:00:00
nvfp4-pack-quantized
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mtp.* present, bf16, and pinned in ignore
null
Ostfralla/Qwen3.8-27B-NVFP4-NInfer
838
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2026-08-15T00:00:00
null
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44136fa355b3678a
null
null
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not-auditable
no safetensors index (single-file checkpoint, gated repo, or non-safetensors layout)
null
pottokao/Qwen3.8-27B-NVFP4-MTP-2x16GB
741
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2026-08-18T00:00:00
modelopt
1
true
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ok-unverified-schema
mtp.* present and unquantized, but this is a modelopt build, whose loader path this script does not model
null
gittensor-model-hub/Qwen3.8-27B-NVFP4-RTX5090-LMHead4
725
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2026-08-19T00:00:00
modelopt
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c4fc71330751f54dc06c7d6b4c5cc51bbd3005c4b518b3bb8c0fb1a6efa55349
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duplicate-artifact
every weight shard sha256-identical to gittensor-model-hub/Qwen3.8-27B-NVFP4-RTX5090, same quantization_config
gittensor-model-hub/Qwen3.8-27B-NVFP4-RTX5090
BennyDaBall/Qwen3.8-Uncensored-NVFP4-MTP
701
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2026-08-21T00:00:00
null
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null
44136fa355b3678a
null
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null
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not-auditable
no safetensors index (single-file checkpoint, gated repo, or non-safetensors layout)
null
vrfai/Qwen3.8-27B-NVFP4
688
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2026-08-20T00:00:00
nvfp4-pack-quantized
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not-auditable
no safetensors index (single-file checkpoint, gated repo, or non-safetensors layout)
null
vroomfondel/Qwen3.8-27B-NVFP4-ModelOpt
673
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2026-08-15T00:00:00
modelopt
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ok-unverified-schema
mtp.* present and unquantized, but this is a modelopt build, whose loader path this script does not model
null
cloudnathan5/Qwen3.8-27B-NVFP4a4-GPTQ
665
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2026-08-14T00:00:00
nvfp4-pack-quantized
447
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compressed-tensors build with bf16 mtp.* tensors that are absent from quantization_config.ignore; measure draft acceptance before use
null
PassingByPixels/Qwen3.8-27B-heretic-ara-NVFP4
648
1
2026-08-16T00:00:00
modelopt
162
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ok-unverified-schema
mtp.* present and unquantized, but this is a modelopt build, whose loader path this script does not model
null
Brooooooklyn/Qwen3.8-27B-NVFP4-mlx
640
1
2026-08-14T00:00:00
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ok-unverified-schema
mtp.* present and unquantized, but this is a None build, whose loader path this script does not model
null
lyf/Qwen3.8-27B-Huihui-Abliterated-NVFP4-MTP-VL
636
1
2026-08-19T00:00:00
nvfp4-pack-quantized
479
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mtp.* present, bf16, and pinned in ignore
null
primitive-ai/Qwen3.8-27B-mixed-NVFP4-FP8
625
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2026-08-24T00:00:00
mixed-precision
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ok-unverified-schema
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null
philbert440/Qwen3.8-27B-Uncensored-Aggressive-NVFP4
603
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2026-08-19T00:00:00
nvfp4-pack-quantized
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mtp.* present, bf16, and pinned in ignore
null
dbrasdasilva/Qwen3.8-27B-Text-NVFP4-MTP
588
3
2026-08-15T00:00:00
modelopt
54
true
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not-auditable
no safetensors index (single-file checkpoint, gated repo, or non-safetensors layout)
null
HangGlidersRule/Darkstar-Qwen3.8-27B-Abliterated-ModelOpt-W4A16-NVFP4-Mixed-FP8
578
1
2026-08-21T00:00:00
modelopt
2
true
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ok-unverified-schema
mtp.* present and unquantized, but this is a modelopt build, whose loader path this script does not model
null
cloudnathan5/Qwen3.8-27B-NVFP4a4-FP8-GPTQ
572
0
2026-08-14T00:00:00
mixed-precision
207
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ok-unverified-schema
mtp.* present and unquantized, but this is a mixed-precision build, whose loader path this script does not model
null
blkpws/Qwen3.8-27B-NVFP4-IRIS-Cache-ObjectScript
570
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2026-08-22T00:00:00
mixed-precision
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no-mtp-head
checkpoint contains no mtp.* tensors, so vLLM cannot run --speculative-config method=mtp against it; worse, config.json still declares an MTP layer count, promising a head that isn't there
null
zherebetskyy/Qwen3.8-27B-nvfp4-mlx
560
1
2026-08-15T00:00:00
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0
true
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duplicate-artifact
every weight shard sha256-identical to mlx-community/Qwen3.8-27B-nvfp4, same quantization_config
mlx-community/Qwen3.8-27B-nvfp4
TelperionAI/Qwen3.8-27B-NVFP4-AWQ-AutoRound
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5
2026-08-21T00:00:00
mixed-precision
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ok-unverified-schema
mtp.* present and unquantized, but this is a mixed-precision build, whose loader path this script does not model
null
malaiwah/Qwen3.8-27B-MTP-NVFP4-archival-6d98dc1f
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1
2026-08-17T00:00:00
nvfp4-pack-quantized
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duplicate-artifact
every weight shard sha256-identical to sakamakismile/Qwen3.8-27B-MTP-NVFP4, same quantization_config
sakamakismile/Qwen3.8-27B-MTP-NVFP4
dfischermittwald/Qwen3.8-27B-NVFP4-DFlash2
491
1
2026-08-20T00:00:00
mixed-precision
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ok-unverified-schema
mtp.* present and unquantized, but this is a mixed-precision build, whose loader path this script does not model
null
acyildirimer/Qwen3.8-27B-NVFP4
443
1
2026-08-22T00:00:00
modelopt
2
true
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ok-unverified-schema
mtp.* present and unquantized, but this is a modelopt build, whose loader path this script does not model
null
Preyazz/Qwen3.8-27B-NVFP4
425
0
2026-08-14T00:00:00
nvfp4-pack-quantized
447
true
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null
not-auditable
no safetensors index (single-file checkpoint, gated repo, or non-safetensors layout)
null
philbert440/Qwen3.8-27B-NVFP4
418
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2026-08-17T00:00:00
nvfp4-pack-quantized
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mtp.* present, bf16, and pinned in ignore
null
voves/Qwen3.8-27B-NVFP4
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2026-08-23T00:00:00
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true
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not-auditable
no safetensors index (single-file checkpoint, gated repo, or non-safetensors layout)
null
philbert440/Qwen3.8-27B-Uncensored-Cyber-NVFP4
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1
2026-08-19T00:00:00
nvfp4-pack-quantized
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mtp.* present, bf16, and pinned in ignore
null
preetpatel/Qwen3.8-27B-Uncensored-NVFP4
325
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2026-08-19T00:00:00
nvfp4-pack-quantized
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null
null
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null
null
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null
not-auditable
no safetensors index (single-file checkpoint, gated repo, or non-safetensors layout)
null
PreDoctor/Qwen3.8-27B-NVFP4-W4A16-PreTensor
316
1
2026-08-24T00:00:00
null
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true
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checkpoint contains no mtp.* tensors, so vLLM cannot run --speculative-config method=mtp against it; worse, config.json still declares an MTP layer count, promising a head that isn't there
null
zebulon-prime/Qwen3.8-27B-Dominatrix-MTP-NVFP4
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2026-08-18T00:00:00
modelopt
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null
lyf/Qwen3.8-27B-Huihui-Abliterated-NInfer-NVFP4
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1
2026-08-19T00:00:00
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no safetensors index (single-file checkpoint, gated repo, or non-safetensors layout)
null
ig1/Qwen3.8-27B-NVFP4-FP8KV-MTP
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2026-08-18T00:00:00
nvfp4-pack-quantized
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mtp.* present, bf16, and pinned in ignore
null
tlwu/Qwen3.8-27B-NVFP4-ONNX
276
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2026-08-22T00:00:00
mixed-precision
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null
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not-auditable
no safetensors index (single-file checkpoint, gated repo, or non-safetensors layout)
null
mich-pro/Qwen3.8-27B-NVFP4-Vision-MTP
271
0
2026-08-23T00:00:00
nvfp4-pack-quantized
97
true
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null
null
null
null
null
null
null
null
null
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null
null
null
null
null
null
null
null
null
not-auditable
no safetensors index (single-file checkpoint, gated repo, or non-safetensors layout)
null
mmangkad/Qwen3.8-27B-NVFP4
245
0
2026-08-17T00:00:00
modelopt
2
true
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true
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ok-unverified-schema
mtp.* present and unquantized, but this is a modelopt build, whose loader path this script does not model
null
unistra-dnum/Qwen3.8-27B-NVFP4
229
1
2026-08-15T00:00:00
nvfp4-pack-quantized
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true
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ok
mtp.* present, bf16, and pinned in ignore
null
kristianpaul/Qwen3.8-27B-NVFP4
223
1
2026-08-15T00:00:00
modelopt
149
true
72d6a99bf4812ef701817af56e23f8215b4da177275f41649cc037b7ebe5f575
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2,431
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full
ok-unverified-schema
mtp.* present and unquantized, but this is a modelopt build, whose loader path this script does not model
null
YCWTG/Qwen3.8-27B-NVFP4A16-GPTQ
214
0
2026-08-17T00:00:00
nvfp4-pack-quantized
447
true
28e5acce790f4d066b309b0bb6ed94ccf052a73f57196851a6784dcfd3618b9e
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0
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false
full
no-mtp-head
checkpoint contains no mtp.* tensors, so vLLM cannot run --speculative-config method=mtp against it; worse, config.json still declares an MTP layer count, promising a head that isn't there
null
trithemius/Qwen3.8-27B-Cold-Fusion-GAIN-V1.1-PrismQuant
180
6
2026-08-19T00:00:00
mixed-precision
190
true
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true
full
ok-unverified-schema
mtp.* present and unquantized, but this is a mixed-precision build, whose loader path this script does not model
null
kekzle/Qwen3.8-27B-NVFP4-vllm
179
0
2026-08-16T00:00:00
nvfp4-pack-quantized
170
true
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15
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333
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0
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true
full
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mtp.* present, bf16, and pinned in ignore
null
Peutlefaire/Qwen3.8-27B-NVFP4
172
3
2026-08-14T00:00:00
nvfp4-pack-quantized
208
true
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2,687
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true
full
ok
mtp.* present, bf16, and pinned in ignore
null
logicauro/Qwen3.8-27B-Dominatrix-NVFP4A16
155
0
2026-08-18T00:00:00
nvfp4-pack-quantized
447
true
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1,696
0
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167
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false
full
no-mtp-head
checkpoint contains no mtp.* tensors, so vLLM cannot run --speculative-config method=mtp against it; worse, config.json still declares an MTP layer count, promising a head that isn't there
null
lribeiro/Qwen3.8-27B-nvfp4-v6
149
0
2026-08-16T00:00:00
mixed-precision
192
true
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no-mtp-head
checkpoint contains no mtp.* tensors, so vLLM cannot run --speculative-config method=mtp against it; worse, config.json still declares an MTP layer count, promising a head that isn't there
null
t0rr3sp3dr0/Qwen3.8-27B-MLX-MTP-nvfp4
145
0
2026-08-19T00:00:00
null
0
true
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full
mtp-quantized
all 15 logical mtp.* tensors present but quantized (7 scale keys); verify acceptance rate before trusting
null
reality-interface/qwen3.8-27b-agentic-nvfp4
141
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2026-08-23T00:00:00
modelopt
148
true
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duplicate-artifact
every weight shard sha256-identical to gittensor-model-hub/Qwen3.8-27B-NVFP4-RTX5090, same quantization_config
gittensor-model-hub/Qwen3.8-27B-NVFP4-RTX5090
kekzle/Qwen3.8-27B-NVFP4
139
1
2026-08-16T00:00:00
null
0
true
b8eac4607cd96092b8c36d98e0fc9d54aee5f35c32a53032f1e0a947f6ae1912
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2,191
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15
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240
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0
0
167
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480
240
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0
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full
ok-unverified-schema
mtp.* present and unquantized, but this is a None build, whose loader path this script does not model
null
TelperionAI/Qwen3.8-27B-NVFP4-AWQ-GPTQ
136
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2026-08-21T00:00:00
mixed-precision
304
true
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1,935
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full
ok-unverified-schema
mtp.* present and unquantized, but this is a mixed-precision build, whose loader path this script does not model
null
eemin/Qwen3.8-27B-NVFP4-MTP-2x16GB
131
0
2026-08-19T00:00:00
modelopt
1
true
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bdfa6c7f2bef51b8
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true
full
duplicate-artifact
every weight shard sha256-identical to pottokao/Qwen3.8-27B-NVFP4-MTP-2x16GB, same quantization_config
pottokao/Qwen3.8-27B-NVFP4-MTP-2x16GB
AudioJaguar/Qwen3.8-27B-Uncensored-NVFP4-W4A4
123
0
2026-08-23T00:00:00
modelopt
2
true
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true
full
ok-unverified-schema
mtp.* present and unquantized, but this is a modelopt build, whose loader path this script does not model
null
johnnyeric/Qwen3.8-27B-Uncensored-NVFP4
103
0
2026-08-20T00:00:00
mixed-precision
303
true
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0
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0
167
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144
144
336
0
144
true
full
ok-unverified-schema
mtp.* present and unquantized, but this is a mixed-precision build, whose loader path this script does not model
null
dsikka/Qwen3.8-27B-NVFP4-FP8-GPTQ-AWQ
102
0
2026-08-17T00:00:00
mixed-precision
302
true
bc293c5d847d61a41ee9dc0725bbdd4c3e9d2c4853dd9b5e6f36f31b3a2d7807
c0aee00f5fe1a788
1,953
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0
0
240
144
333
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0
167
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144
144
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false
full
no-mtp-head
checkpoint contains no mtp.* tensors, so vLLM cannot run --speculative-config method=mtp against it; worse, config.json still declares an MTP layer count, promising a head that isn't there
null
cloudnathan5/Qwen3.8-27B-NVFP4a16-GPTQ
101
0
2026-08-14T00:00:00
nvfp4-pack-quantized
447
true
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1,711
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15
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0
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0
false
full
check-me
compressed-tensors build with bf16 mtp.* tensors that are absent from quantization_config.ignore; measure draft acceptance before use
null
berkerdooo/Qwen3.8-27B-NVFP4-1M
96
0
2026-08-20T00:00:00
mixed-precision
302
true
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144
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false
full
ok-unverified-schema
mtp.* present and unquantized, but this is a mixed-precision build, whose loader path this script does not model
null
dudeman2512/Qwen3.8-27B-NVFP4
92
0
2026-08-18T00:00:00
nvfp4-pack-quantized
7
true
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16
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15
240
240
333
222
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167
432
480
240
336
16
480
false
full
mtp-quantized
all 15 logical mtp.* tensors present but quantized (16 scale keys); verify acceptance rate before trusting
null
rzgar/Qwen3.8-27B-NVFP4-ComfyUI
86
4
2026-08-15T00:00:00
null
0
true
0b917f8a3d40fda7eb2224444fde5e6a52fe848e7c2b93f6070553e6b1072639
44136fa355b3678a
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
not-auditable
no safetensors index (single-file checkpoint, gated repo, or non-safetensors layout)
null
mikelalda/qwen3.8-27b_euskara-NVFP4
83
0
2026-08-20T00:00:00
mixed-precision
303
true
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1,968
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0
0
15
240
144
333
0
0
167
432
144
144
336
0
144
true
full
ok-unverified-schema
mtp.* present and unquantized, but this is a mixed-precision build, whose loader path this script does not model
null
gearwave00001/Huihui-Qwen3.8-27B-abliterated-nvfp4-NInfer
75
2
2026-08-19T00:00:00
null
0
false
null
44136fa355b3678a
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
not-auditable
no safetensors index (single-file checkpoint, gated repo, or non-safetensors layout)
null
JasonW2025/Qwen3.8-27B-NVFP4-W4A16
63
0
2026-08-21T00:00:00
modelopt
2
true
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4ac98ba08ef35394
2,033
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0
0
15
240
144
333
0
0
167
432
288
144
336
0
288
true
full
ok-unverified-schema
mtp.* present and unquantized, but this is a modelopt build, whose loader path this script does not model
null
ThakiCloud/Qwen3.8-27B-NVFP4-FP8ATTN
62
1
2026-08-23T00:00:00
mixed-precision
207
true
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2,064
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240
240
333
0
0
167
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240
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0
240
false
full
no-mtp-head
checkpoint contains no mtp.* tensors, so vLLM cannot run --speculative-config method=mtp against it; worse, config.json still declares an MTP layer count, promising a head that isn't there
null
nm-testing/Qwen3.8-27B-NVFP4-FP8
60
0
2026-08-16T00:00:00
mixed-precision
303
true
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144
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0
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true
full
ok-unverified-schema
mtp.* present and unquantized, but this is a mixed-precision build, whose loader path this script does not model
null
gittensor-model-hub/Qwen3.8-27B-NVFP4-RTX5090-No-MTP
58
0
2026-08-19T00:00:00
modelopt
149
false
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2,384
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167
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432
144
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true
full
no-mtp-head
checkpoint contains no mtp.* tensors, so vLLM cannot run --speculative-config method=mtp against it
null
cometkim/Qwen3.8-27B-nvfp4full-NInfer
57
1
2026-08-20T00:00:00
null
0
false
null
44136fa355b3678a
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
not-auditable
no safetensors index (single-file checkpoint, gated repo, or non-safetensors layout)
null
kyaky/Qwen3.8-27B-NVFP4
56
0
2026-08-20T00:00:00
mixed-precision
306
true
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null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
not-auditable
no safetensors index (single-file checkpoint, gated repo, or non-safetensors layout)
null
YourHighnessLA/Qwen3.8-27B-DFlash2-NVFP4
54
0
2026-08-22T00:00:00
nvfp4-pack-quantized
3
false
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null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
not-auditable
no safetensors index (single-file checkpoint, gated repo, or non-safetensors layout)
null
TelperionAI/Huihui-Qwen3.8-27B-abliterated-NVFP4
54
0
2026-08-21T00:00:00
mixed-precision
304
true
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15
0
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15
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0
0
167
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144
144
336
0
144
true
full
ok-unverified-schema
mtp.* present and unquantized, but this is a mixed-precision build, whose loader path this script does not model
null
gearwave00001/orcarouter-Qwen3.8-27B-Uncensored-nvfp4-NInfer
51
0
2026-08-20T00:00:00
null
0
false
null
44136fa355b3678a
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
null
not-auditable
no safetensors index (single-file checkpoint, gated repo, or non-safetensors layout)
null
ThakiCloud/Qwen3.8-27B-NVFP4-GPTQ-txt
48
0
2026-08-23T00:00:00
nvfp4-pack-quantized
511
true
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1,760
0
0
0
0
240
0
333
0
0
167
432
0
0
336
0
0
false
full
no-mtp-head
checkpoint contains no mtp.* tensors, so vLLM cannot run --speculative-config method=mtp against it; worse, config.json still declares an MTP layer count, promising a head that isn't there
null
HivenetQuant/Qwen3.8-27B-NVFP4
47
3
2026-08-21T00:00:00
mixed-precision
313
true
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15
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0
15
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0
0
167
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144
336
0
144
true
full
ok-unverified-schema
mtp.* present and unquantized, but this is a mixed-precision build, whose loader path this script does not model
null
lokeshe09/Qwen3.8-27B-NVFP4
47
0
2026-08-14T00:00:00
nvfp4-pack-quantized
337
true
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0
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0
240
0
0
0
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0
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336
0
0
false
text-only
no-mtp-head
checkpoint contains no mtp.* tensors, so vLLM cannot run --speculative-config method=mtp against it; worse, config.json still declares an MTP layer count, promising a head that isn't there
null