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[Core] Parse vLLM engine required fields from hf_config to model_arch_config #28454

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Merged
heheda12345 merged 34 commits into from
Jan 2, 2026
Merged

[Core] Parse vLLM engine required fields from hf_config to model_arch_config #28454

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ec81168
introduce model arch config
charlotte12l Dec 5, 2025
9b19e3b
align with_hf_config
charlotte12l Dec 5, 2025
0a4f472
remove dtype_original_type
charlotte12l Dec 5, 2025
1cf506d
fix attention free models
charlotte12l Dec 9, 2025
c327dff
fix DummyConfig in tests
charlotte12l Dec 9, 2025
a8cc81a
add tests for attention free models
charlotte12l Dec 9, 2025
48eeb1f
remove multimodal in model_arch_config
charlotte12l Dec 9, 2025
5870d36
support falcon_mamba
charlotte12l Dec 9, 2025
b78c44f
remove terratorch test
charlotte12l Dec 9, 2025
f72949b
architectures can be None
charlotte12l Dec 10, 2025
aab35fc
support medusa
charlotte12l Dec 10, 2025
65c6d25
speculative tests
charlotte12l Dec 10, 2025
0cd72dc
speculative tests
charlotte12l Dec 10, 2025
5401f65
refactor tests
charlotte12l Dec 10, 2025
72730a7
Merge branch 'main' into model_arch_cfg
charlotte12l Dec 10, 2025
9845589
Merge branch 'main' into model_arch_cfg
charlotte12l Dec 11, 2025
97e1752
Merge branch 'main' into model_arch_cfg
charlotte12l Dec 12, 2025
9a75278
Merge branch 'main' into model_arch_cfg
charlotte12l Dec 16, 2025
0f85cfd
update with main
charlotte12l Dec 16, 2025
f5348c8
fix precommit
charlotte12l Dec 16, 2025
9b239b9
Merge branch 'main' into model_arch_cfg
heheda12345 Dec 21, 2025
f7344c9
Merge branch 'main' into model_arch_cfg
charlotte12l Dec 23, 2025
78d4749
sync with #30957
charlotte12l Dec 23, 2025
5bde69c
remove convertor dependency on model&revision, only torch_dtype is cl…
charlotte12l Dec 23, 2025
1c3db56
make get_model_arch_config not classmethod
charlotte12l Dec 23, 2025
441d735
fix tests
charlotte12l Dec 23, 2025
a55be1f
Merge branch 'main' into model_arch_cfg
charlotte12l Dec 23, 2025
e1b6bfa
sync with #29788
charlotte12l Dec 24, 2025
0d143e4
precommit fix
charlotte12l Dec 24, 2025
58eb6c4
remove mosaicml/mpt-7b in tests
charlotte12l Dec 24, 2025
9d27b1a
remove databricks/dbrx-instruct in tests
charlotte12l Dec 25, 2025
e0a2198
Merge branch 'main' into model_arch_cfg
charlotte12l Jan 2, 2026
a8b20be
Update test_model_arch_config.py
charlotte12l Jan 2, 2026
4923278
linter
charlotte12l Jan 2, 2026
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359 changes: 359 additions & 0 deletions tests/config/base_model_arch_groundtruth.json
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Original file line number Diff line number Diff line change
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{
"state-spaces/mamba-130m-hf": {
"architectures": [
"MambaForCausalLM"
],
"model_type": "mamba",
"text_model_type": "mamba",
"hidden_size": 768,
"total_num_hidden_layers": 24,
"total_num_attention_heads": 0,
"head_size": 0,
"vocab_size": 50280,
"total_num_kv_heads": 0,
"num_experts": 0,
"is_deepseek_mla": false,
"is_multimodal_model": false,
"dtype": "torch.float32"
},
"mistralai/Mamba-Codestral-7B-v0.1": {
"architectures": [
"Mamba2ForCausalLM"
],
"model_type": "mamba",
"text_model_type": "mamba",
"hidden_size": 4096,
"total_num_hidden_layers": 64,
"total_num_attention_heads": 0,
"head_size": 0,
"vocab_size": 32768,
"total_num_kv_heads": 0,
"num_experts": 0,
"is_deepseek_mla": false,
"is_multimodal_model": false,
"dtype": "torch.bfloat16"
},
"ibm-nasa-geospatial/Prithvi-EO-2.0-300M-TL-Sen1Floods11": {
"architectures": [
"Terratorch"
],
"model_type": "timm_wrapper",
"text_model_type": "timm_wrapper",
"hidden_size": 0,
"total_num_hidden_layers": 0,
"total_num_attention_heads": 0,
"head_size": 0,
"vocab_size": 0,
"total_num_kv_heads": 0,
"num_experts": 0,
"is_deepseek_mla": false,
"is_multimodal_model": true,
"dtype": "torch.float32"
},
"tiiuae/falcon-mamba-7b-instruct": {
"architectures": [
"FalconMambaForCausalLM"
],
"model_type": "falcon_mamba",
"text_model_type": "falcon_mamba",
"hidden_size": 4096,
"total_num_hidden_layers": 64,
"total_num_attention_heads": 0,
"head_size": 0,
"vocab_size": 65024,
"total_num_kv_heads": 0,
"num_experts": 0,
"is_deepseek_mla": false,
"is_multimodal_model": false,
"dtype": "torch.bfloat16"
},
"Zyphra/Zamba2-7B-instruct": {
"architectures": [
"Zamba2ForCausalLM"
],
"model_type": "zamba2",
"text_model_type": "zamba2",
"hidden_size": 3584,
"total_num_hidden_layers": 81,
"total_num_attention_heads": 32,
"head_size": 224,
"vocab_size": 32000,
"total_num_kv_heads": 32,
"num_experts": 0,
"is_deepseek_mla": false,
"is_multimodal_model": false,
"dtype": "torch.bfloat16"
},
"mosaicml/mpt-7b": {
"architectures": [
"MPTForCausalLM"
],
"model_type": "mpt",
"text_model_type": "mpt",
"hidden_size": 4096,
"total_num_hidden_layers": 32,
"total_num_attention_heads": 32,
"head_size": 128,
"vocab_size": 50432,
"total_num_kv_heads": 32,
"num_experts": 0,
"is_deepseek_mla": false,
"is_multimodal_model": false,
"dtype": "torch.bfloat16"
},
"databricks/dbrx-instruct": {
"architectures": [
"DbrxForCausalLM"
],
"model_type": "dbrx",
"text_model_type": "dbrx",
"hidden_size": 6144,
"total_num_hidden_layers": 40,
"total_num_attention_heads": 48,
"head_size": 128,
"vocab_size": 100352,
"total_num_kv_heads": 8,
"num_experts": 0,
"is_deepseek_mla": false,
"is_multimodal_model": false,
"dtype": "torch.bfloat16"
},
"tiiuae/falcon-7b": {
"architectures": [
"FalconForCausalLM"
],
"model_type": "falcon",
"text_model_type": "falcon",
"hidden_size": 4544,
"total_num_hidden_layers": 32,
"total_num_attention_heads": 71,
"head_size": 64,
"vocab_size": 65024,
"total_num_kv_heads": 1,
"num_experts": 0,
"is_deepseek_mla": false,
"is_multimodal_model": false,
"dtype": "torch.bfloat16"
},
"tiiuae/falcon-40b": {
"architectures": [
"FalconForCausalLM"
],
"model_type": "falcon",
"text_model_type": "falcon",
"hidden_size": 8192,
"total_num_hidden_layers": 60,
"total_num_attention_heads": 128,
"head_size": 64,
"vocab_size": 65024,
"total_num_kv_heads": 8,
"num_experts": 0,
"is_deepseek_mla": false,
"is_multimodal_model": false,
"dtype": "torch.bfloat16"
},
"luccafong/deepseek_mtp_main_random": {
"architectures": [
"DeepseekV3ForCausalLM"
],
"model_type": "deepseek_v3",
"text_model_type": "deepseek_v3",
"hidden_size": 2560,
"total_num_hidden_layers": 5,
"total_num_attention_heads": 32,
"head_size": 576,
"vocab_size": 129280,
"total_num_kv_heads": 32,
"num_experts": 72,
"is_deepseek_mla": true,
"is_multimodal_model": false,
"dtype": "torch.bfloat16"
},
"luccafong/deepseek_mtp_draft_random": {
"architectures": [
"DeepseekV3ForCausalLM"
],
"model_type": "deepseek_v3",
"text_model_type": "deepseek_v3",
"hidden_size": 2560,
"total_num_hidden_layers": 10,
"total_num_attention_heads": 32,
"head_size": 576,
"vocab_size": 129280,
"total_num_kv_heads": 32,
"num_experts": 72,
"is_deepseek_mla": true,
"is_multimodal_model": false,
"dtype": "torch.bfloat16"
},
"Qwen/Qwen3-Next-80B-A3B-Instruct": {
"architectures": [
"Qwen3NextForCausalLM"
],
"model_type": "qwen3_next",
"text_model_type": "qwen3_next",
"hidden_size": 2048,
"total_num_hidden_layers": 48,
"total_num_attention_heads": 16,
"head_size": 256,
"vocab_size": 151936,
"total_num_kv_heads": 2,
"num_experts": 512,
"is_deepseek_mla": false,
"is_multimodal_model": false,
"dtype": "torch.bfloat16"
},
"tiny-random/qwen3-next-moe": {
"architectures": [
"Qwen3NextForCausalLM"
],
"model_type": "qwen3_next",
"text_model_type": "qwen3_next",
"hidden_size": 8,
"total_num_hidden_layers": 4,
"total_num_attention_heads": 16,
"head_size": 32,
"vocab_size": 151936,
"total_num_kv_heads": 8,
"num_experts": 32,
"is_deepseek_mla": false,
"is_multimodal_model": false,
"dtype": "torch.bfloat16"
},
"zai-org/GLM-4.5": {
"architectures": [
"Glm4MoeForCausalLM"
],
"model_type": "glm4_moe",
"text_model_type": "glm4_moe",
"hidden_size": 5120,
"total_num_hidden_layers": 92,
"total_num_attention_heads": 96,
"head_size": 128,
"vocab_size": 151552,
"total_num_kv_heads": 8,
"num_experts": 160,
"is_deepseek_mla": false,
"is_multimodal_model": false,
"dtype": "torch.bfloat16"
},
"baidu/ERNIE-4.5-21B-A3B-PT": {
"architectures": [
"Ernie4_5_MoeForCausalLM"
],
"model_type": "ernie4_5_moe",
"text_model_type": "ernie4_5_moe",
"hidden_size": 2560,
"total_num_hidden_layers": 28,
"total_num_attention_heads": 20,
"head_size": 128,
"vocab_size": 103424,
"total_num_kv_heads": 4,
"num_experts": 64,
"is_deepseek_mla": false,
"is_multimodal_model": false,
"dtype": "torch.bfloat16"
},
"lmsys/gpt-oss-20b-bf16": {
"architectures": [
"GptOssForCausalLM"
],
"model_type": "gpt_oss",
"text_model_type": "gpt_oss",
"hidden_size": 2880,
"total_num_hidden_layers": 24,
"total_num_attention_heads": 64,
"head_size": 64,
"vocab_size": 201088,
"total_num_kv_heads": 8,
"num_experts": 32,
"is_deepseek_mla": false,
"is_multimodal_model": false,
"dtype": "torch.bfloat16"
},
"deepseek-ai/DeepSeek-V3.2-Exp": {
"architectures": [
"DeepseekV32ForCausalLM"
],
"model_type": "deepseek_v32",
"text_model_type": "deepseek_v32",
"hidden_size": 7168,
"total_num_hidden_layers": 61,
"total_num_attention_heads": 128,
"head_size": 576,
"vocab_size": 129280,
"total_num_kv_heads": 128,
"num_experts": 256,
"is_deepseek_mla": true,
"is_multimodal_model": false,
"dtype": "torch.bfloat16"
},
"meta-llama/Llama-4-Scout-17B-16E-Instruct": {
"architectures": [
"Llama4ForConditionalGeneration"
],
"model_type": "llama4",
"text_model_type": "llama4_text",
"hidden_size": 5120,
"total_num_hidden_layers": 48,
"total_num_attention_heads": 40,
"head_size": 128,
"vocab_size": 202048,
"total_num_kv_heads": 8,
"num_experts": 16,
"is_deepseek_mla": false,
"is_multimodal_model": true,
"dtype": "torch.bfloat16"
},
"nvidia/Llama-3_3-Nemotron-Super-49B-v1": {
"architectures": [
"DeciLMForCausalLM"
],
"model_type": "nemotron-nas",
"text_model_type": "nemotron-nas",
"hidden_size": 8192,
"total_num_hidden_layers": 80,
"total_num_attention_heads": 64,
"head_size": 128,
"vocab_size": 128256,
"total_num_kv_heads": 8,
"num_experts": 0,
"is_deepseek_mla": false,
"is_multimodal_model": false,
"dtype": "torch.bfloat16"
},
"XiaomiMiMo/MiMo-7B-RL": {
"architectures": [
"MiMoForCausalLM"
],
"model_type": "mimo",
"text_model_type": "mimo",
"hidden_size": 4096,
"total_num_hidden_layers": 36,
"total_num_attention_heads": 32,
"head_size": 128,
"vocab_size": 151680,
"total_num_kv_heads": 8,
"num_experts": 0,
"is_deepseek_mla": false,
"is_multimodal_model": false,
"dtype": "torch.bfloat16"
},
"meituan-longcat/LongCat-Flash-Chat": {
"architectures": [
"LongcatFlashForCausalLM"
],
"model_type": "longcat_flash",
"text_model_type": "longcat_flash",
"hidden_size": 6144,
"total_num_hidden_layers": 28,
"total_num_attention_heads": 64,
"head_size": 576,
"vocab_size": 131072,
"total_num_kv_heads": 64,
"num_experts": 512,
"is_deepseek_mla": true,
"is_multimodal_model": false,
"dtype": "torch.float32"
}
}
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