Qwen3-4B-Instruct-2507 Magnetron Snapshot

This repository contains a Magnetron snapshot converted from the original Hugging Face model Qwen/Qwen3-4B-Instruct-2507.

The snapshot is intended for inference with the Magnetron runtime. Weights are stored in mixed FP8 mode using float8_e4m3fn weight tensors and per-tensor float32 scale tensors, while activations/default runtime dtype are kept in bfloat16.

Model details

Source model: Qwen/Qwen3-4B-Instruct-2507
Snapshot file: qwen3-4b-instruct-2507-f8e4m3fn.mag
Magnetron dtype mode: f8e4m3fn
Mixed FP8 weights: True
Tensor count: 650

Qwen3 configuration

Field	Value
`vocab_size`	`151936`
`hidden_size`	`2560`
`intermediate_size`	`9728`
`num_hidden_layers`	`36`
`num_attention_heads`	`32`
`num_key_value_heads`	`8`
`head_dim`	`128`
`max_position_embeddings`	`8192`
`rms_norm_eps`	`1e-06`
`tie_word_embeddings`	`True`
`rope_theta`	`5000000.0`
`sliding_window`	`None`
`bos_token_id`	`151643`
`eos_token_id`	`151645`
`sampling_strategy`	`SamplingStrategy.GREEDY`
`quant_dtype`	`magnetron.dtype.float8_e4m3fn`

Tensor manifest

Name	Shape	DType
`embed_tokens.weight`	`151936x2560`	`bf16`
`layers.0.input_layernorm.weight`	`2560`	`bf16`
`layers.0.mlp.down_proj.weight`	`2560x9728`	`f8e4m3fn`
`layers.0.mlp.down_proj.weight_scale`	`1`	`f32`
`layers.0.mlp.gate_proj.weight`	`9728x2560`	`f8e4m3fn`
`layers.0.mlp.gate_proj.weight_scale`	`1`	`f32`
`layers.0.mlp.up_proj.weight`	`9728x2560`	`f8e4m3fn`
`layers.0.mlp.up_proj.weight_scale`	`1`	`f32`
`layers.0.post_attention_layernorm.weight`	`2560`	`bf16`
`layers.0.self_attn.k_norm.weight`	`128`	`bf16`
`layers.0.self_attn.k_proj.weight`	`1024x2560`	`f8e4m3fn`
`layers.0.self_attn.k_proj.weight_scale`	`1`	`f32`
`layers.0.self_attn.o_proj.weight`	`2560x4096`	`f8e4m3fn`
`layers.0.self_attn.o_proj.weight_scale`	`1`	`f32`
`layers.0.self_attn.q_norm.weight`	`128`	`bf16`
`layers.0.self_attn.q_proj.weight`	`4096x2560`	`f8e4m3fn`
`layers.0.self_attn.q_proj.weight_scale`	`1`	`f32`
`layers.0.self_attn.v_proj.weight`	`1024x2560`	`f8e4m3fn`
`layers.0.self_attn.v_proj.weight_scale`	`1`	`f32`
`layers.1.input_layernorm.weight`	`2560`	`bf16`
`layers.1.mlp.down_proj.weight`	`2560x9728`	`f8e4m3fn`
`layers.1.mlp.down_proj.weight_scale`	`1`	`f32`
`layers.1.mlp.gate_proj.weight`	`9728x2560`	`f8e4m3fn`
`layers.1.mlp.gate_proj.weight_scale`	`1`	`f32`
`layers.1.mlp.up_proj.weight`	`9728x2560`	`f8e4m3fn`
`layers.1.mlp.up_proj.weight_scale`	`1`	`f32`
`layers.1.post_attention_layernorm.weight`	`2560`	`bf16`
`layers.1.self_attn.k_norm.weight`	`128`	`bf16`
`layers.1.self_attn.k_proj.weight`	`1024x2560`	`f8e4m3fn`
`layers.1.self_attn.k_proj.weight_scale`	`1`	`f32`
`layers.1.self_attn.o_proj.weight`	`2560x4096`	`f8e4m3fn`
`layers.1.self_attn.o_proj.weight_scale`	`1`	`f32`
`layers.1.self_attn.q_norm.weight`	`128`	`bf16`
`layers.1.self_attn.q_proj.weight`	`4096x2560`	`f8e4m3fn`
`layers.1.self_attn.q_proj.weight_scale`	`1`	`f32`
`layers.1.self_attn.v_proj.weight`	`1024x2560`	`f8e4m3fn`
`layers.1.self_attn.v_proj.weight_scale`	`1`	`f32`
`layers.10.input_layernorm.weight`	`2560`	`bf16`
`layers.10.mlp.down_proj.weight`	`2560x9728`	`f8e4m3fn`
`layers.10.mlp.down_proj.weight_scale`	`1`	`f32`
`layers.10.mlp.gate_proj.weight`	`9728x2560`	`f8e4m3fn`
`layers.10.mlp.gate_proj.weight_scale`	`1`	`f32`
`layers.10.mlp.up_proj.weight`	`9728x2560`	`f8e4m3fn`
`layers.10.mlp.up_proj.weight_scale`	`1`	`f32`
`layers.10.post_attention_layernorm.weight`	`2560`	`bf16`
`layers.10.self_attn.k_norm.weight`	`128`	`bf16`
`layers.10.self_attn.k_proj.weight`	`1024x2560`	`f8e4m3fn`
`layers.10.self_attn.k_proj.weight_scale`	`1`	`f32`
`layers.10.self_attn.o_proj.weight`	`2560x4096`	`f8e4m3fn`
`layers.10.self_attn.o_proj.weight_scale`	`1`	`f32`
`layers.10.self_attn.q_norm.weight`	`128`	`bf16`
`layers.10.self_attn.q_proj.weight`	`4096x2560`	`f8e4m3fn`
`layers.10.self_attn.q_proj.weight_scale`	`1`	`f32`
`layers.10.self_attn.v_proj.weight`	`1024x2560`	`f8e4m3fn`
`layers.10.self_attn.v_proj.weight_scale`	`1`	`f32`
`layers.11.input_layernorm.weight`	`2560`	`bf16`
`layers.11.mlp.down_proj.weight`	`2560x9728`	`f8e4m3fn`
`layers.11.mlp.down_proj.weight_scale`	`1`	`f32`
`layers.11.mlp.gate_proj.weight`	`9728x2560`	`f8e4m3fn`
`layers.11.mlp.gate_proj.weight_scale`	`1`	`f32`
`layers.11.mlp.up_proj.weight`	`9728x2560`	`f8e4m3fn`
`layers.11.mlp.up_proj.weight_scale`	`1`	`f32`
`layers.11.post_attention_layernorm.weight`	`2560`	`bf16`
`layers.11.self_attn.k_norm.weight`	`128`	`bf16`
`layers.11.self_attn.k_proj.weight`	`1024x2560`	`f8e4m3fn`
`layers.11.self_attn.k_proj.weight_scale`	`1`	`f32`
`layers.11.self_attn.o_proj.weight`	`2560x4096`	`f8e4m3fn`
`layers.11.self_attn.o_proj.weight_scale`	`1`	`f32`
`layers.11.self_attn.q_norm.weight`	`128`	`bf16`
`layers.11.self_attn.q_proj.weight`	`4096x2560`	`f8e4m3fn`
`layers.11.self_attn.q_proj.weight_scale`	`1`	`f32`
`layers.11.self_attn.v_proj.weight`	`1024x2560`	`f8e4m3fn`
`layers.11.self_attn.v_proj.weight_scale`	`1`	`f32`
`layers.12.input_layernorm.weight`	`2560`	`bf16`
`layers.12.mlp.down_proj.weight`	`2560x9728`	`f8e4m3fn`
`layers.12.mlp.down_proj.weight_scale`	`1`	`f32`
`layers.12.mlp.gate_proj.weight`	`9728x2560`	`f8e4m3fn`
`layers.12.mlp.gate_proj.weight_scale`	`1`	`f32`
`layers.12.mlp.up_proj.weight`	`9728x2560`	`f8e4m3fn`
`layers.12.mlp.up_proj.weight_scale`	`1`	`f32`
`layers.12.post_attention_layernorm.weight`	`2560`	`bf16`
`layers.12.self_attn.k_norm.weight`	`128`	`bf16`
`layers.12.self_attn.k_proj.weight`	`1024x2560`	`f8e4m3fn`
`layers.12.self_attn.k_proj.weight_scale`	`1`	`f32`
`layers.12.self_attn.o_proj.weight`	`2560x4096`	`f8e4m3fn`
`layers.12.self_attn.o_proj.weight_scale`	`1`	`f32`
`layers.12.self_attn.q_norm.weight`	`128`	`bf16`
`layers.12.self_attn.q_proj.weight`	`4096x2560`	`f8e4m3fn`
`layers.12.self_attn.q_proj.weight_scale`	`1`	`f32`
`layers.12.self_attn.v_proj.weight`	`1024x2560`	`f8e4m3fn`
`layers.12.self_attn.v_proj.weight_scale`	`1`	`f32`
`layers.13.input_layernorm.weight`	`2560`	`bf16`
`layers.13.mlp.down_proj.weight`	`2560x9728`	`f8e4m3fn`
`layers.13.mlp.down_proj.weight_scale`	`1`	`f32`
`layers.13.mlp.gate_proj.weight`	`9728x2560`	`f8e4m3fn`
`layers.13.mlp.gate_proj.weight_scale`	`1`	`f32`
`layers.13.mlp.up_proj.weight`	`9728x2560`	`f8e4m3fn`
`layers.13.mlp.up_proj.weight_scale`	`1`	`f32`
`layers.13.post_attention_layernorm.weight`	`2560`	`bf16`
`layers.13.self_attn.k_norm.weight`	`128`	`bf16`
`layers.13.self_attn.k_proj.weight`	`1024x2560`	`f8e4m3fn`
`layers.13.self_attn.k_proj.weight_scale`	`1`	`f32`
`layers.13.self_attn.o_proj.weight`	`2560x4096`	`f8e4m3fn`
`layers.13.self_attn.o_proj.weight_scale`	`1`	`f32`
`layers.13.self_attn.q_norm.weight`	`128`	`bf16`
`layers.13.self_attn.q_proj.weight`	`4096x2560`	`f8e4m3fn`
`layers.13.self_attn.q_proj.weight_scale`	`1`	`f32`
`layers.13.self_attn.v_proj.weight`	`1024x2560`	`f8e4m3fn`
`layers.13.self_attn.v_proj.weight_scale`	`1`	`f32`
`layers.14.input_layernorm.weight`	`2560`	`bf16`
`layers.14.mlp.down_proj.weight`	`2560x9728`	`f8e4m3fn`
`layers.14.mlp.down_proj.weight_scale`	`1`	`f32`
`layers.14.mlp.gate_proj.weight`	`9728x2560`	`f8e4m3fn`
`layers.14.mlp.gate_proj.weight_scale`	`1`	`f32`
`layers.14.mlp.up_proj.weight`	`9728x2560`	`f8e4m3fn`
`layers.14.mlp.up_proj.weight_scale`	`1`	`f32`
`layers.14.post_attention_layernorm.weight`	`2560`	`bf16`
`layers.14.self_attn.k_norm.weight`	`128`	`bf16`
`layers.14.self_attn.k_proj.weight`	`1024x2560`	`f8e4m3fn`
`layers.14.self_attn.k_proj.weight_scale`	`1`	`f32`
`layers.14.self_attn.o_proj.weight`	`2560x4096`	`f8e4m3fn`
`layers.14.self_attn.o_proj.weight_scale`	`1`	`f32`
`layers.14.self_attn.q_norm.weight`	`128`	`bf16`
`layers.14.self_attn.q_proj.weight`	`4096x2560`	`f8e4m3fn`
`layers.14.self_attn.q_proj.weight_scale`	`1`	`f32`
`layers.14.self_attn.v_proj.weight`	`1024x2560`	`f8e4m3fn`
`layers.14.self_attn.v_proj.weight_scale`	`1`	`f32`
`layers.15.input_layernorm.weight`	`2560`	`bf16`
`layers.15.mlp.down_proj.weight`	`2560x9728`	`f8e4m3fn`
`layers.15.mlp.down_proj.weight_scale`	`1`	`f32`
`layers.15.mlp.gate_proj.weight`	`9728x2560`	`f8e4m3fn`
`layers.15.mlp.gate_proj.weight_scale`	`1`	`f32`
`layers.15.mlp.up_proj.weight`	`9728x2560`	`f8e4m3fn`
`layers.15.mlp.up_proj.weight_scale`	`1`	`f32`
`layers.15.post_attention_layernorm.weight`	`2560`	`bf16`
`layers.15.self_attn.k_norm.weight`	`128`	`bf16`
`layers.15.self_attn.k_proj.weight`	`1024x2560`	`f8e4m3fn`
`layers.15.self_attn.k_proj.weight_scale`	`1`	`f32`
`layers.15.self_attn.o_proj.weight`	`2560x4096`	`f8e4m3fn`
`layers.15.self_attn.o_proj.weight_scale`	`1`	`f32`
`layers.15.self_attn.q_norm.weight`	`128`	`bf16`
`layers.15.self_attn.q_proj.weight`	`4096x2560`	`f8e4m3fn`
`layers.15.self_attn.q_proj.weight_scale`	`1`	`f32`
`layers.15.self_attn.v_proj.weight`	`1024x2560`	`f8e4m3fn`
`layers.15.self_attn.v_proj.weight_scale`	`1`	`f32`
`layers.16.input_layernorm.weight`	`2560`	`bf16`
`layers.16.mlp.down_proj.weight`	`2560x9728`	`f8e4m3fn`
`layers.16.mlp.down_proj.weight_scale`	`1`	`f32`
`layers.16.mlp.gate_proj.weight`	`9728x2560`	`f8e4m3fn`
`layers.16.mlp.gate_proj.weight_scale`	`1`	`f32`
`layers.16.mlp.up_proj.weight`	`9728x2560`	`f8e4m3fn`
`layers.16.mlp.up_proj.weight_scale`	`1`	`f32`
`layers.16.post_attention_layernorm.weight`	`2560`	`bf16`
`layers.16.self_attn.k_norm.weight`	`128`	`bf16`
`layers.16.self_attn.k_proj.weight`	`1024x2560`	`f8e4m3fn`
`layers.16.self_attn.k_proj.weight_scale`	`1`	`f32`
`layers.16.self_attn.o_proj.weight`	`2560x4096`	`f8e4m3fn`
`layers.16.self_attn.o_proj.weight_scale`	`1`	`f32`
`layers.16.self_attn.q_norm.weight`	`128`	`bf16`
`layers.16.self_attn.q_proj.weight`	`4096x2560`	`f8e4m3fn`
`layers.16.self_attn.q_proj.weight_scale`	`1`	`f32`
`layers.16.self_attn.v_proj.weight`	`1024x2560`	`f8e4m3fn`
`layers.16.self_attn.v_proj.weight_scale`	`1`	`f32`
`layers.17.input_layernorm.weight`	`2560`	`bf16`
`layers.17.mlp.down_proj.weight`	`2560x9728`	`f8e4m3fn`
`layers.17.mlp.down_proj.weight_scale`	`1`	`f32`
`layers.17.mlp.gate_proj.weight`	`9728x2560`	`f8e4m3fn`
`layers.17.mlp.gate_proj.weight_scale`	`1`	`f32`
`layers.17.mlp.up_proj.weight`	`9728x2560`	`f8e4m3fn`
`layers.17.mlp.up_proj.weight_scale`	`1`	`f32`
`layers.17.post_attention_layernorm.weight`	`2560`	`bf16`
`layers.17.self_attn.k_norm.weight`	`128`	`bf16`
`layers.17.self_attn.k_proj.weight`	`1024x2560`	`f8e4m3fn`
`layers.17.self_attn.k_proj.weight_scale`	`1`	`f32`
`layers.17.self_attn.o_proj.weight`	`2560x4096`	`f8e4m3fn`
`layers.17.self_attn.o_proj.weight_scale`	`1`	`f32`
`layers.17.self_attn.q_norm.weight`	`128`	`bf16`
`layers.17.self_attn.q_proj.weight`	`4096x2560`	`f8e4m3fn`
`layers.17.self_attn.q_proj.weight_scale`	`1`	`f32`
`layers.17.self_attn.v_proj.weight`	`1024x2560`	`f8e4m3fn`
`layers.17.self_attn.v_proj.weight_scale`	`1`	`f32`
`layers.18.input_layernorm.weight`	`2560`	`bf16`
`layers.18.mlp.down_proj.weight`	`2560x9728`	`f8e4m3fn`
`layers.18.mlp.down_proj.weight_scale`	`1`	`f32`
`layers.18.mlp.gate_proj.weight`	`9728x2560`	`f8e4m3fn`
`layers.18.mlp.gate_proj.weight_scale`	`1`	`f32`
`layers.18.mlp.up_proj.weight`	`9728x2560`	`f8e4m3fn`
`layers.18.mlp.up_proj.weight_scale`	`1`	`f32`
`layers.18.post_attention_layernorm.weight`	`2560`	`bf16`
`layers.18.self_attn.k_norm.weight`	`128`	`bf16`
`layers.18.self_attn.k_proj.weight`	`1024x2560`	`f8e4m3fn`
`layers.18.self_attn.k_proj.weight_scale`	`1`	`f32`
`layers.18.self_attn.o_proj.weight`	`2560x4096`	`f8e4m3fn`
`layers.18.self_attn.o_proj.weight_scale`	`1`	`f32`
`layers.18.self_attn.q_norm.weight`	`128`	`bf16`
`layers.18.self_attn.q_proj.weight`	`4096x2560`	`f8e4m3fn`
`layers.18.self_attn.q_proj.weight_scale`	`1`	`f32`
`layers.18.self_attn.v_proj.weight`	`1024x2560`	`f8e4m3fn`
`layers.18.self_attn.v_proj.weight_scale`	`1`	`f32`
`layers.19.input_layernorm.weight`	`2560`	`bf16`
`layers.19.mlp.down_proj.weight`	`2560x9728`	`f8e4m3fn`
`layers.19.mlp.down_proj.weight_scale`	`1`	`f32`
`layers.19.mlp.gate_proj.weight`	`9728x2560`	`f8e4m3fn`
`layers.19.mlp.gate_proj.weight_scale`	`1`	`f32`
`layers.19.mlp.up_proj.weight`	`9728x2560`	`f8e4m3fn`
`layers.19.mlp.up_proj.weight_scale`	`1`	`f32`
`layers.19.post_attention_layernorm.weight`	`2560`	`bf16`
`layers.19.self_attn.k_norm.weight`	`128`	`bf16`
`layers.19.self_attn.k_proj.weight`	`1024x2560`	`f8e4m3fn`
`layers.19.self_attn.k_proj.weight_scale`	`1`	`f32`
`layers.19.self_attn.o_proj.weight`	`2560x4096`	`f8e4m3fn`
`layers.19.self_attn.o_proj.weight_scale`	`1`	`f32`
`layers.19.self_attn.q_norm.weight`	`128`	`bf16`
`layers.19.self_attn.q_proj.weight`	`4096x2560`	`f8e4m3fn`
`layers.19.self_attn.q_proj.weight_scale`	`1`	`f32`
`layers.19.self_attn.v_proj.weight`	`1024x2560`	`f8e4m3fn`
`layers.19.self_attn.v_proj.weight_scale`	`1`	`f32`
`layers.2.input_layernorm.weight`	`2560`	`bf16`
`layers.2.mlp.down_proj.weight`	`2560x9728`	`f8e4m3fn`
`layers.2.mlp.down_proj.weight_scale`	`1`	`f32`
`layers.2.mlp.gate_proj.weight`	`9728x2560`	`f8e4m3fn`
`layers.2.mlp.gate_proj.weight_scale`	`1`	`f32`
`layers.2.mlp.up_proj.weight`	`9728x2560`	`f8e4m3fn`
`layers.2.mlp.up_proj.weight_scale`	`1`	`f32`
`layers.2.post_attention_layernorm.weight`	`2560`	`bf16`
`layers.2.self_attn.k_norm.weight`	`128`	`bf16`
`layers.2.self_attn.k_proj.weight`	`1024x2560`	`f8e4m3fn`
`layers.2.self_attn.k_proj.weight_scale`	`1`	`f32`
`layers.2.self_attn.o_proj.weight`	`2560x4096`	`f8e4m3fn`
`layers.2.self_attn.o_proj.weight_scale`	`1`	`f32`
`layers.2.self_attn.q_norm.weight`	`128`	`bf16`
`layers.2.self_attn.q_proj.weight`	`4096x2560`	`f8e4m3fn`
`layers.2.self_attn.q_proj.weight_scale`	`1`	`f32`
`layers.2.self_attn.v_proj.weight`	`1024x2560`	`f8e4m3fn`
`layers.2.self_attn.v_proj.weight_scale`	`1`	`f32`
`layers.20.input_layernorm.weight`	`2560`	`bf16`
`layers.20.mlp.down_proj.weight`	`2560x9728`	`f8e4m3fn`
`layers.20.mlp.down_proj.weight_scale`	`1`	`f32`
`layers.20.mlp.gate_proj.weight`	`9728x2560`	`f8e4m3fn`
`layers.20.mlp.gate_proj.weight_scale`	`1`	`f32`
`layers.20.mlp.up_proj.weight`	`9728x2560`	`f8e4m3fn`
`layers.20.mlp.up_proj.weight_scale`	`1`	`f32`
`layers.20.post_attention_layernorm.weight`	`2560`	`bf16`
`layers.20.self_attn.k_norm.weight`	`128`	`bf16`
`layers.20.self_attn.k_proj.weight`	`1024x2560`	`f8e4m3fn`
`layers.20.self_attn.k_proj.weight_scale`	`1`	`f32`
`layers.20.self_attn.o_proj.weight`	`2560x4096`	`f8e4m3fn`
`layers.20.self_attn.o_proj.weight_scale`	`1`	`f32`
`layers.20.self_attn.q_norm.weight`	`128`	`bf16`
`layers.20.self_attn.q_proj.weight`	`4096x2560`	`f8e4m3fn`
`layers.20.self_attn.q_proj.weight_scale`	`1`	`f32`
`layers.20.self_attn.v_proj.weight`	`1024x2560`	`f8e4m3fn`
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`layers.9.self_attn.o_proj.weight_scale`	`1`	`f32`
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`layers.9.self_attn.q_proj.weight`	`4096x2560`	`f8e4m3fn`
`layers.9.self_attn.q_proj.weight_scale`	`1`	`f32`
`layers.9.self_attn.v_proj.weight`	`1024x2560`	`f8e4m3fn`
`layers.9.self_attn.v_proj.weight_scale`	`1`	`f32`
`norm.weight`	`2560`	`bf16`

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