glm-5.3-flash-tr3-fp8 is an open-weight model from Brandon Music. It has 1,048,576-token context. Its published files total 185.1 GB.
This is the complete TrellisMX codec-v2 checkpoint package, variant B, built on four rented NVIDIA B200 GPUs. The root contains all 42 main routed layers plus MTP45 in 172 TP4 sidecars in the existing coupled H512/H128 format.
Parameters—
Context1,048,576
Weights185.1 GB
License—
AccessOpen weights
Monthly Downloads—
Model Card
This is the complete TrellisMX codec-v2 checkpoint package, variant B, built on four rented NVIDIA B200 GPUs. The root contains all 42 main routed layers plus MTP45 in 172 TP4 sidecars in the existing coupled H512/H128 format. carrier/ contains the unchanged backbone, shared-expert, attention, vision, non-expert MTP, scale, configuration, and tokenizer assets from the pinned native carrier. No separate base-weight download is required. Loading requires the TrellisMX runtime; this is not a generic Transformers checkpoint. Download the complete package with hf download brandonmusic/glm-5.3-flash-tr3-fp8 --local-dir glm-5.3-flash-tr3-fp8. The root config.json is included in the complete…
Excerpt from the card by Brandon Music.
Configuration
- Architecture
- Glm5NextForConditionalGeneration
- Context length (tokens)
- 1,048,576
- Layers
- 45
- Hidden size
- 4,096
- Feed-forward size
- 12,288
- Attention heads
- 64
- Key/value heads
- 64
- Head dimension
- 0
- Vocabulary size
- 154,880
- Routed experts
- 288
- Experts active per token
- 8
- Model type
- glm5_next
- Quantization
- modelopt
Identity and Version
- Repository
- brandonmusic/glm-5.3-flash-tr3-fp8
- Publisher
- Brandon Music
- Task
- Not stated by the source
- Modality
- Other
- Library
- Not stated by the source
- Parameters
- Not stated by the source
- Languages
- Not stated by the source
- Revision
- dd85efbc590da6d4c6440e0a46118e358170bb46
- First published
- 2026-09-27
- Last updated
- 2026-09-27
Files and Weights
492 files, 185.1 GB in total. The weights are 308 files totalling 185.1 GB in npz, safetensors.
Weights308 files · 185.1 GB
Configuration164 files · 13.1 MB
Tokenizer2 files · 20.2 MB
Documentation9 files · 98.9 KB
Other8 files · 1.6 MB
Repository1 file · 1.6 KB
Every file
| File | Type | Size | SHA-256 |
|---|---|---|---|
| carrier/amax.safetensors | Weights | 9.8 MB | db629a0e7cc2 |
| carrier/amax_checkpoint.safetensors | Weights | 9.8 MB | d3ef0aa55826 |
| carrier/model-hf-nonexpert-00001-of-00004.safetensors | Weights | 5.4 GB | 9f7ede71b221 |
| carrier/model-hf-nonexpert-00002-of-00004.safetensors | Weights | 5.3 GB | b26a6aeebb24 |
| carrier/model-hf-nonexpert-00003-of-00004.safetensors | Weights | 5.3 GB | 0d56d129e4bd |
| carrier/model-hf-nonexpert-00004-of-00004.safetensors | Weights | 3.0 GB | 43f38b4fe13a |
| carrier/model-inputscales.safetensors | Weights | 4.7 MB | 4255779f0314 |
| carrier/model-mtp-nonexpert.safetensors | Weights | 369.7 MB | 31fc8804fce4 |
| evidence/kld-B-reference/conditional-fit-0000.npz | Weights | 16.6 KB | 5e15df784cd4 |
| evidence/kld-B-reference/conditional-fit-0001.npz | Weights | 16.6 KB | 35040da56a8b |
| evidence/kld-B-reference/conditional-fit-0002.npz | Weights | 16.6 KB | f84b6e0f20cd |
| evidence/kld-B-reference/conditional-fit-0003.npz | Weights | 16.6 KB | d313b3e4fc91 |
| evidence/kld-B-reference/conditional-fit-0004.npz | Weights | 16.6 KB | 265a754e51bf |
| evidence/kld-B-reference/conditional-fit-0005.npz | Weights | 16.6 KB | 22dd5a6233e8 |
| evidence/kld-B-reference/conditional-fit-0006.npz | Weights | 16.6 KB | 92c5f023510b |
| evidence/kld-B-reference/conditional-fit-0007.npz | Weights | 16.6 KB | 2c93dcbe6b5d |
| evidence/kld-B-reference/conditional-fit-0008.npz | Weights | 16.6 KB | 5db84a9b97b4 |
| evidence/kld-B-reference/conditional-fit-0009.npz | Weights | 16.6 KB | 98f6877e3653 |
| evidence/kld-B-reference/conditional-fit-0010.npz | Weights | 16.6 KB | 6ed5891851ce |
| evidence/kld-B-reference/conditional-fit-0011.npz | Weights | 16.6 KB | 0cc5474503f7 |
| evidence/kld-B-reference/conditional-fit-0012.npz | Weights | 16.6 KB | e58f5c876760 |
| evidence/kld-B-reference/conditional-fit-0013.npz | Weights | 16.6 KB | 4d36f102cbff |
| evidence/kld-B-reference/conditional-fit-0014.npz | Weights | 16.6 KB | a53ffd00e546 |
| evidence/kld-B-reference/conditional-fit-0015.npz | Weights | 16.6 KB | 7cd6f5e3095f |
| evidence/kld-B-reference/conditional-fit-0016.npz | Weights | 16.6 KB | 053ee4c004f5 |
| evidence/kld-B-reference/conditional-fit-0017.npz | Weights | 16.6 KB | 24a6fc6404cc |
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| evidence/kld-B-reference/conditional-fit-0127.npz | Weights | 16.6 KB | a0c0e3b278f1 |
| sidecars/p8-layer-003-tp4-rank-0.safetensors | Weights | 963.5 MB | 93e3d5e4c70a |
| sidecars/p8-layer-003-tp4-rank-1.safetensors | Weights | 963.5 MB | 7e4f898e748f |
| sidecars/p8-layer-003-tp4-rank-2.safetensors | Weights | 963.5 MB | 7d93fe359b49 |
| sidecars/p8-layer-003-tp4-rank-3.safetensors | Weights | 963.5 MB | 59582345ddcf |
| sidecars/p8-layer-004-tp4-rank-0.safetensors | Weights | 963.5 MB | cfbb01cbc10a |
| sidecars/p8-layer-004-tp4-rank-1.safetensors | Weights | 963.5 MB | 9723c63c5164 |
| sidecars/p8-layer-004-tp4-rank-2.safetensors | Weights | 963.5 MB | 4f5f1c34caab |
| sidecars/p8-layer-004-tp4-rank-3.safetensors | Weights | 963.5 MB | 4fcd04ab3ef1 |
| sidecars/p8-layer-005-tp4-rank-0.safetensors | Weights | 963.5 MB | 5559d118c688 |
| sidecars/p8-layer-005-tp4-rank-1.safetensors | Weights | 963.5 MB | a393fe8f0952 |
| sidecars/p8-layer-005-tp4-rank-2.safetensors | Weights | 963.5 MB | 59f3e0843419 |
| sidecars/p8-layer-005-tp4-rank-3.safetensors | Weights | 963.5 MB | dc022e208bfc |
| sidecars/p8-layer-006-tp4-rank-0.safetensors | Weights | 963.5 MB | 012f69b54bd5 |
| sidecars/p8-layer-006-tp4-rank-1.safetensors | Weights | 963.5 MB | ff4dcd239d93 |
| sidecars/p8-layer-006-tp4-rank-2.safetensors | Weights | 963.5 MB | 30d6ad5d6198 |
| sidecars/p8-layer-006-tp4-rank-3.safetensors | Weights | 963.5 MB | 3acfd8d985ef |
| sidecars/p8-layer-007-tp4-rank-0.safetensors | Weights | 963.5 MB | 044ec6ca1aa4 |
| sidecars/p8-layer-007-tp4-rank-1.safetensors | Weights | 963.5 MB | 5be2dbc169df |
| sidecars/p8-layer-007-tp4-rank-2.safetensors | Weights | 963.5 MB | 1ad31ce6dd9a |
| sidecars/p8-layer-007-tp4-rank-3.safetensors | Weights | 963.5 MB | 0fd63aa9b0a4 |
| sidecars/p8-layer-008-tp4-rank-0.safetensors | Weights | 963.5 MB | 89829451ed6e |
| sidecars/p8-layer-008-tp4-rank-1.safetensors | Weights | 963.5 MB | 0127f51c7ebb |
| sidecars/p8-layer-008-tp4-rank-2.safetensors | Weights | 963.5 MB | d15649b0bc44 |
| sidecars/p8-layer-008-tp4-rank-3.safetensors | Weights | 963.5 MB | 0fc13f3cd479 |
| sidecars/p8-layer-009-tp4-rank-0.safetensors | Weights | 963.5 MB | c0c44cb12ce0 |
| sidecars/p8-layer-009-tp4-rank-1.safetensors | Weights | 963.5 MB | 7db804cf2a9e |
| sidecars/p8-layer-009-tp4-rank-2.safetensors | Weights | 963.5 MB | 6b966da0f036 |
| sidecars/p8-layer-009-tp4-rank-3.safetensors | Weights | 963.5 MB | 2b9cbed6edc1 |
| sidecars/p8-layer-010-tp4-rank-0.safetensors | Weights | 963.5 MB | b6516d3589ed |
| sidecars/p8-layer-010-tp4-rank-1.safetensors | Weights | 963.5 MB | 40243bd0371a |
| sidecars/p8-layer-010-tp4-rank-2.safetensors | Weights | 963.5 MB | ebeeaf670237 |
| sidecars/p8-layer-010-tp4-rank-3.safetensors | Weights | 963.5 MB | 94b68a712a0c |
| sidecars/p8-layer-011-tp4-rank-0.safetensors | Weights | 963.5 MB | e6540c327544 |
| sidecars/p8-layer-011-tp4-rank-1.safetensors | Weights | 963.5 MB | eaf2823e066e |
| sidecars/p8-layer-011-tp4-rank-2.safetensors | Weights | 963.5 MB | 7c7e199621f6 |
| sidecars/p8-layer-011-tp4-rank-3.safetensors | Weights | 963.5 MB | d388183f4bf6 |
| sidecars/p8-layer-012-tp4-rank-0.safetensors | Weights | 963.5 MB | 01f50706637d |
| sidecars/p8-layer-012-tp4-rank-1.safetensors | Weights | 963.5 MB | 90bc5aeda349 |
| sidecars/p8-layer-012-tp4-rank-2.safetensors | Weights | 963.5 MB | c99f318c2413 |
| sidecars/p8-layer-012-tp4-rank-3.safetensors | Weights | 963.5 MB | 28423a98fd40 |
| sidecars/p8-layer-013-tp4-rank-0.safetensors | Weights | 963.5 MB | 9f6804e79a41 |
| sidecars/p8-layer-013-tp4-rank-1.safetensors | Weights | 963.5 MB | a58174ab692f |
| sidecars/p8-layer-013-tp4-rank-2.safetensors | Weights | 963.5 MB | 510e3eb240c5 |
| sidecars/p8-layer-013-tp4-rank-3.safetensors | Weights | 963.5 MB | ecb274e38417 |
| sidecars/p8-layer-014-tp4-rank-0.safetensors | Weights | 963.5 MB | c080083983ba |
| sidecars/p8-layer-014-tp4-rank-1.safetensors | Weights | 963.5 MB | f4929c315f9d |
| sidecars/p8-layer-014-tp4-rank-2.safetensors | Weights | 963.5 MB | ab7a13c1dcc8 |
| sidecars/p8-layer-014-tp4-rank-3.safetensors | Weights | 963.5 MB | 188170e59066 |
| sidecars/p8-layer-015-tp4-rank-0.safetensors | Weights | 963.5 MB | b6e4c77e309b |
| sidecars/p8-layer-015-tp4-rank-1.safetensors | Weights | 963.5 MB | 77eca24cfa5d |
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| evidence/kld-B-reference/conditional-fit-0095.json | Configuration | 312 B | — |
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| evidence/kld-B-reference/conditional-fit-0099.json | Configuration | 321 B | — |
| evidence/kld-B-reference/conditional-fit-0100.json | Configuration | 315 B | — |
| evidence/kld-B-reference/conditional-fit-0101.json | Configuration | 312 B | — |
| evidence/kld-B-reference/conditional-fit-0102.json | Configuration | 321 B | — |
| evidence/kld-B-reference/conditional-fit-0103.json | Configuration | 316 B | — |
| evidence/kld-B-reference/conditional-fit-0104.json | Configuration | 313 B | — |
| evidence/kld-B-reference/conditional-fit-0105.json | Configuration | 321 B | — |
| evidence/kld-B-reference/conditional-fit-0106.json | Configuration | 316 B | — |
| evidence/kld-B-reference/conditional-fit-0107.json | Configuration | 312 B | — |
| evidence/kld-B-reference/conditional-fit-0108.json | Configuration | 321 B | — |
| evidence/kld-B-reference/conditional-fit-0109.json | Configuration | 316 B | — |
| evidence/kld-B-reference/conditional-fit-0110.json | Configuration | 314 B | — |
| evidence/kld-B-reference/conditional-fit-0111.json | Configuration | 320 B | — |
| evidence/kld-B-reference/conditional-fit-0112.json | Configuration | 315 B | — |
| evidence/kld-B-reference/conditional-fit-0113.json | Configuration | 313 B | — |
| evidence/kld-B-reference/conditional-fit-0114.json | Configuration | 321 B | — |
| evidence/kld-B-reference/conditional-fit-0115.json | Configuration | 315 B | — |
| evidence/kld-B-reference/conditional-fit-0116.json | Configuration | 313 B | — |
| evidence/kld-B-reference/conditional-fit-0117.json | Configuration | 320 B | — |
| evidence/kld-B-reference/conditional-fit-0118.json | Configuration | 314 B | — |
| evidence/kld-B-reference/conditional-fit-0119.json | Configuration | 313 B | — |
| evidence/kld-B-reference/conditional-fit-0120.json | Configuration | 320 B | — |
| evidence/kld-B-reference/conditional-fit-0121.json | Configuration | 316 B | — |
| evidence/kld-B-reference/conditional-fit-0122.json | Configuration | 314 B | — |
| evidence/kld-B-reference/conditional-fit-0123.json | Configuration | 321 B | — |
| evidence/kld-B-reference/conditional-fit-0124.json | Configuration | 315 B | — |
| evidence/kld-B-reference/conditional-fit-0125.json | Configuration | 314 B | — |
| evidence/kld-B-reference/conditional-fit-0126.json | Configuration | 320 B | — |
| evidence/kld-B-reference/conditional-fit-0127.json | Configuration | 315 B | — |
| evidence/kld_core.py | Configuration | 4.9 KB | — |
| evidence/mtp-inputs.json | Configuration | 28.8 KB | — |
| evidence/native-carrier-mtp-receipt.json | Configuration | 3.7 KB | — |
| evidence/native-carrier-receipt.json | Configuration | 6.0 KB | — |
| evidence/prepare-mtp-inputs.py | Configuration | 3.9 KB | — |
| evidence/prepare-native-carrier.py | Configuration | 4.0 KB | — |
| evidence/run-kld-reference.py | Configuration | 14.6 KB | — |
| evidence/selection.json | Configuration | 550 B | — |
| evidence/verified-inputs.json | Configuration | 97.4 KB | — |
| runtime/install-mtp-runtime.py | Configuration | 1.1 KB | — |
| runtime/patch-manifest.json | Configuration | 1.1 KB | — |
| runtime/patches/p8_native_kernel.py | Configuration | 44.9 KB | — |
| runtime/patches/vllm_quant_trellismx.py | Configuration | 7.4 KB | — |
| runtime/patches/vllm_utils_trellismx.py | Configuration | 5.5 KB | — |
| trellismx-manifest.json | Configuration | 59.9 KB | — |
| LICENSE | Documentation | 1.1 KB | — |
| README.md | Documentation | 7.5 KB | — |
| benchmarks/CHANGELOG.md | Documentation | 23.4 KB | — |
| benchmarks/README.md | Documentation | 2.9 KB | — |
| benchmarks/UPSTREAM-README.md | Documentation | 35.8 KB | — |
| carrier/LICENSE | Documentation | 1.1 KB | — |
| carrier/README.md | Documentation | 7.2 KB | — |
| evidence/REPORT.md | Documentation | 8.6 KB | — |
| runtime/LICENSE-APACHE-2.0 | Documentation | 11.4 KB | — |
| benchmarks/data/gsm8k_test.jsonl | Other | 749.7 KB | — |
| benchmarks/data/mmlu_pro_1000.jsonl | Other | 785.5 KB | — |
| benchmarks/licenses/GSM8K-MIT.txt | Other | 1.1 KB | — |
| benchmarks/licenses/MMLU-Pro-APACHE-2.0.txt | Other | 11.4 KB | — |
| benchmarks/requirements.txt | Other | 43 B | — |
| carrier/chat_template.jinja | Other | 10.6 KB | — |
| runtime/Dockerfile | Other | 366 B | — |
| runtime/serve-codecv2-mtp.sh | Other | 352 B | — |
| .gitattributes | Repository | 1.6 KB | — |
| carrier/tokenizer.json | Tokenizer | 20.2 MB | 19e773648cb4 |
| carrier/tokenizer_config.json | Tokenizer | 761 B | — |
License and Download
- License
- Not stated by the source
- Access
- Open weights, no gate
- Download size
- 185.1 GB
Download from Brandon Music
Released by Brandon Music through its official repository on Hugging Face.
Built From
- Derived from zai-org/GLM-5.3-Flash-BF16
- Quantized from zai-org/GLM-5.3-Flash-BF16
Memory Requirements
| Precision | Weights in memory |
|---|---|
| As published | 185.1 GB |
Weights only, from the published parameter count; the key-value cache and runtime add to this.
Questions About glm-5.3-flash-tr3-fp8
What is glm-5.3-flash-tr3-fp8's context length?
1,048,576 tokens, from the maximum position embeddings in its published configuration.