Upload compiled artifacts from Qwen3-VL-4B-Instruct

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@@ -33,3 +33,179 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
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+elf_files/Qwen3-VL-4B-Instruct_language_n1_pre_layer2_stage1_mla.elf filter=lfs diff=lfs merge=lfs -text
+elf_files/Qwen3-VL-4B-Instruct_language_n1_pre_layer30_stage1_mla.elf filter=lfs diff=lfs merge=lfs -text
+elf_files/Qwen3-VL-4B-Instruct_language_n1_pre_layer31_stage1_mla.elf filter=lfs diff=lfs merge=lfs -text
+elf_files/Qwen3-VL-4B-Instruct_language_n1_pre_layer32_stage1_mla.elf filter=lfs diff=lfs merge=lfs -text
+elf_files/Qwen3-VL-4B-Instruct_language_n1_pre_layer33_stage1_mla.elf filter=lfs diff=lfs merge=lfs -text
+elf_files/Qwen3-VL-4B-Instruct_language_n1_pre_layer34_stage1_mla.elf filter=lfs diff=lfs merge=lfs -text
+elf_files/Qwen3-VL-4B-Instruct_language_n1_pre_layer35_stage1_mla.elf filter=lfs diff=lfs merge=lfs -text
+elf_files/Qwen3-VL-4B-Instruct_language_n1_pre_layer3_stage1_mla.elf filter=lfs diff=lfs merge=lfs -text
+elf_files/Qwen3-VL-4B-Instruct_language_n1_pre_layer4_stage1_mla.elf filter=lfs diff=lfs merge=lfs -text
+elf_files/Qwen3-VL-4B-Instruct_language_n1_pre_layer5_stage1_mla.elf filter=lfs diff=lfs merge=lfs -text
+elf_files/Qwen3-VL-4B-Instruct_language_n1_pre_layer6_stage1_mla.elf filter=lfs diff=lfs merge=lfs -text
+elf_files/Qwen3-VL-4B-Instruct_language_n1_pre_layer7_stage1_mla.elf filter=lfs diff=lfs merge=lfs -text
+elf_files/Qwen3-VL-4B-Instruct_language_n1_pre_layer8_stage1_mla.elf filter=lfs diff=lfs merge=lfs -text
+elf_files/Qwen3-VL-4B-Instruct_language_n1_pre_layer9_stage1_mla.elf filter=lfs diff=lfs merge=lfs -text
+elf_files/Qwen3-VL-4B-Instruct_vision_stage1_mla.elf filter=lfs diff=lfs merge=lfs -text

devkit/Qwen3-VL-4B-Instruct_language_embeddings.npy

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:e35cb036ea8f2c2dd3333a69035171111ee8dece6bddf48a6b07d0df4046aea9
+size 777912448

devkit/chat_template.json

@@ -0,0 +1,4 @@
+{
+    "chat_template": "{%- if tools %}\n    {{- '<|im_start|>system\\n' }}\n    {%- if messages[0].role == 'system' %}\n        {%- if messages[0].content is string %}\n            {{- messages[0].content }}\n        {%- else %}\n            {%- for content in messages[0].content %}\n                {%- if 'text' in content %}\n                    {{- content.text }}\n                {%- endif %}\n            {%- endfor %}\n        {%- endif %}\n        {{- '\\n\\n' }}\n    {%- endif %}\n    {{- \"# Tools\\n\\nYou may call one or more functions to assist with the user query.\\n\\nYou are provided with function signatures within <tools></tools> XML tags:\\n<tools>\" }}\n    {%- for tool in tools %}\n        {{- \"\\n\" }}\n        {{- tool | tojson }}\n    {%- endfor %}\n    {{- \"\\n</tools>\\n\\nFor each function call, return a json object with function name and arguments within <tool_call></tool_call> XML tags:\\n<tool_call>\\n{\\\"name\\\": <function-name>, \\\"arguments\\\": <args-json-object>}\\n</tool_call><|im_end|>\\n\" }}\n{%- else %}\n    {%- if messages[0].role == 'system' %}\n        {{- '<|im_start|>system\\n' }}\n        {%- if messages[0].content is string %}\n            {{- messages[0].content }}\n        {%- else %}\n            {%- for content in messages[0].content %}\n                {%- if 'text' in content %}\n                    {{- content.text }}\n                {%- endif %}\n            {%- endfor %}\n        {%- endif %}\n        {{- '<|im_end|>\\n' }}\n    {%- endif %}\n{%- endif %}\n{%- set image_count = namespace(value=0) %}\n{%- set video_count = namespace(value=0) %}\n{%- for message in messages %}\n    {%- if message.role == \"user\" %}\n        {{- '<|im_start|>' + message.role + '\\n' }}\n        {%- if message.content is string %}\n            {{- message.content }}\n        {%- else %}\n            {%- for content in message.content %}\n                {%- if content.type == 'image' or 'image' in content or 'image_url' in content %}\n                    {%- set image_count.value = image_count.value + 1 %}\n                    {%- if add_vision_id %}Picture {{ image_count.value }}: {% endif -%}\n                    <|vision_start|><|image_pad|><|vision_end|>\n                {%- elif content.type == 'video' or 'video' in content %}\n                    {%- set video_count.value = video_count.value + 1 %}\n                    {%- if add_vision_id %}Video {{ video_count.value }}: {% endif -%}\n                    <|vision_start|><|video_pad|><|vision_end|>\n                {%- elif 'text' in content %}\n                    {{- content.text }}\n                {%- endif %}\n            {%- endfor %}\n        {%- endif %}\n        {{- '<|im_end|>\\n' }}\n    {%- elif message.role == \"assistant\" %}\n        {{- '<|im_start|>' + message.role + '\\n' }}\n        {%- if message.content is string %}\n            {{- message.content }}\n        {%- else %}\n            {%- for content_item in message.content %}\n                {%- if 'text' in content_item %}\n                    {{- content_item.text }}\n                {%- endif %}\n            {%- endfor %}\n        {%- endif %}\n        {%- if message.tool_calls %}\n            {%- for tool_call in message.tool_calls %}\n                {%- if (loop.first and message.content) or (not loop.first) %}\n                    {{- '\\n' }}\n                {%- endif %}\n                {%- if tool_call.function %}\n                    {%- set tool_call = tool_call.function %}\n                {%- endif %}\n                {{- '<tool_call>\\n{\"name\": \"' }}\n                {{- tool_call.name }}\n                {{- '\", \"arguments\": ' }}\n                {%- if tool_call.arguments is string %}\n                    {{- tool_call.arguments }}\n                {%- else %}\n                    {{- tool_call.arguments | tojson }}\n                {%- endif %}\n                {{- '}\\n</tool_call>' }}\n            {%- endfor %}\n        {%- endif %}\n        {{- '<|im_end|>\\n' }}\n    {%- elif message.role == \"tool\" %}\n        {%- if loop.first or (messages[loop.index0 - 1].role != \"tool\") %}\n            {{- '<|im_start|>user' }}\n        {%- endif %}\n        {{- '\\n<tool_response>\\n' }}\n        {%- if message.content is string %}\n            {{- message.content }}\n        {%- else %}\n            {%- for content in message.content %}\n                {%- if content.type == 'image' or 'image' in content or 'image_url' in content %}\n                    {%- set image_count.value = image_count.value + 1 %}\n                    {%- if add_vision_id %}Picture {{ image_count.value }}: {% endif -%}\n                    <|vision_start|><|image_pad|><|vision_end|>\n                {%- elif content.type == 'video' or 'video' in content %}\n                    {%- set video_count.value = video_count.value + 1 %}\n                    {%- if add_vision_id %}Video {{ video_count.value }}: {% endif -%}\n                    <|vision_start|><|video_pad|><|vision_end|>\n                {%- elif 'text' in content %}\n                    {{- content.text }}\n                {%- endif %}\n            {%- endfor %}\n        {%- endif %}\n        {{- '\\n</tool_response>' }}\n        {%- if loop.last or (messages[loop.index0 + 1].role != \"tool\") %}\n            {{- '<|im_end|>\\n' }}\n        {%- endif %}\n    {%- endif %}\n{%- endfor %}\n{%- if add_generation_prompt %}\n    {{- '<|im_start|>assistant\\n' }}\n{%- endif %}\n"
+}
+  

devkit/config.json

@@ -0,0 +1,63 @@
+{
+  "architectures": [
+    "Qwen3VLForConditionalGeneration"
+  ],
+  "image_token_id": 151655,
+  "model_type": "qwen3_vl",
+  "text_config": {
+    "attention_bias": false,
+    "attention_dropout": 0.0,
+    "bos_token_id": 151643,
+    "dtype": "bfloat16",
+    "eos_token_id": 151645,
+    "head_dim": 128,
+    "hidden_act": "silu",
+    "hidden_size": 2560,
+    "initializer_range": 0.02,
+    "intermediate_size": 9728,
+    "max_position_embeddings": 262144,
+    "model_type": "qwen3_vl_text",
+    "num_attention_heads": 32,
+    "num_hidden_layers": 36,
+    "num_key_value_heads": 8,
+    "rms_norm_eps": 1e-06,
+    "rope_scaling": {
+      "mrope_interleaved": true,
+      "mrope_section": [
+        24,
+        20,
+        20
+      ],
+      "rope_type": "default"
+    },
+    "rope_theta": 5000000,
+    "tie_word_embeddings": true,
+    "use_cache": true,
+    "vocab_size": 151936
+  },
+  "tie_word_embeddings": true,
+  "transformers_version": "4.57.0.dev0",
+  "video_token_id": 151656,
+  "vision_config": {
+    "deepstack_visual_indexes": [
+      5,
+      11,
+      17
+    ],
+    "depth": 24,
+    "hidden_act": "gelu_pytorch_tanh",
+    "hidden_size": 1024,
+    "in_channels": 3,
+    "initializer_range": 0.02,
+    "intermediate_size": 4096,
+    "model_type": "qwen3_vl",
+    "num_heads": 16,
+    "num_position_embeddings": 2304,
+    "out_hidden_size": 2560,
+    "patch_size": 16,
+    "spatial_merge_size": 2,
+    "temporal_patch_size": 2
+  },
+  "vision_end_token_id": 151653,
+  "vision_start_token_id": 151652
+}

devkit/generation_config.json

@@ -0,0 +1,14 @@
+{
+    "bos_token_id": 151643,
+    "pad_token_id": 151643,
+    "do_sample": true,
+    "eos_token_id": [
+        151645,
+        151643
+    ],
+    "top_k": 20,
+    "top_p": 0.8,
+    "repetition_penalty": 1.0,
+    "temperature": 0.7,
+    "transformers_version": "4.56.0"
+}

devkit/precision.json

@@ -0,0 +1,882 @@
+[
+    {
+        "part": "group_pre",
+        "idx": 0,
+        "precision": "A_BF16_W_INT8"
+    },
+    {
+        "part": "group_post",
+        "idx": 0,
+        "precision": "A_BF16_W_INT8"
+    },
+    {
+        "part": "single_pre",
+        "idx": 0,
+        "precision": "A_BF16_W_INT4"
+    },
+    {
+        "part": "single_post",
+        "idx": 0,
+        "precision": "A_BF16_W_INT4"
+    },
+    {
+        "part": "group_pre",
+        "idx": 1,
+        "precision": "A_BF16_W_INT8"
+    },
+    {
+        "part": "group_post",
+        "idx": 1,
+        "precision": "A_BF16_W_INT8"
+    },
+    {
+        "part": "single_pre",
+        "idx": 1,
+        "precision": "A_BF16_W_INT4"
+    },
+    {
+        "part": "single_post",
+        "idx": 1,
+        "precision": "A_BF16_W_INT4"
+    },
+    {
+        "part": "group_pre",
+        "idx": 2,
+        "precision": "A_BF16_W_INT8"
+    },
+    {
+        "part": "group_post",
+        "idx": 2,
+        "precision": "A_BF16_W_INT8"
+    },
+    {
+        "part": "single_pre",
+        "idx": 2,
+        "precision": "A_BF16_W_INT4"
+    },
+    {
+        "part": "single_post",
+        "idx": 2,
+        "precision": "A_BF16_W_INT4"
+    },
+    {
+        "part": "group_pre",
+        "idx": 3,
+        "precision": "A_BF16_W_INT8"
+    },
+    {
+        "part": "group_post",
+        "idx": 3,
+        "precision": "A_BF16_W_INT8"
+    },
+    {
+        "part": "single_pre",
+        "idx": 3,
+        "precision": "A_BF16_W_INT4"
+    },
+    {
+        "part": "single_post",
+        "idx": 3,
+        "precision": "A_BF16_W_INT4"
+    },
+    {
+        "part": "group_pre",
+        "idx": 4,
+        "precision": "A_BF16_W_INT8"
+    },
+    {
+        "part": "group_post",
+        "idx": 4,
+        "precision": "A_BF16_W_INT8"
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+        "idx": 4,
+        "precision": "A_BF16_W_INT4"
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+        "idx": 5,
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+        "idx": 6,
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+    {
+        "part": "group_post",
+        "idx": 23,
+        "precision": "A_BF16_W_INT8"
+    },
+    {
+        "part": "single_pre",
+        "idx": 23,
+        "precision": "A_BF16_W_INT4"
+    },
+    {
+        "part": "single_post",
+        "idx": 23,
+        "precision": "A_BF16_W_INT4"
+    },
+    {
+        "part": "group_pre",
+        "idx": 24,
+        "precision": "A_BF16_W_INT8"
+    },
+    {
+        "part": "group_post",
+        "idx": 24,
+        "precision": "A_BF16_W_INT8"
+    },
+    {
+        "part": "single_pre",
+        "idx": 24,
+        "precision": "A_BF16_W_INT4"
+    },
+    {
+        "part": "single_post",
+        "idx": 24,
+        "precision": "A_BF16_W_INT4"
+    },
+    {
+        "part": "group_pre",
+        "idx": 25,
+        "precision": "A_BF16_W_INT8"
+    },
+    {
+        "part": "group_post",
+        "idx": 25,
+        "precision": "A_BF16_W_INT8"
+    },
+    {
+        "part": "single_pre",
+        "idx": 25,
+        "precision": "A_BF16_W_INT4"
+    },
+    {
+        "part": "single_post",
+        "idx": 25,
+        "precision": "A_BF16_W_INT4"
+    },
+    {
+        "part": "group_pre",
+        "idx": 26,
+        "precision": "A_BF16_W_INT8"
+    },
+    {
+        "part": "group_post",
+        "idx": 26,
+        "precision": "A_BF16_W_INT8"
+    },
+    {
+        "part": "single_pre",
+        "idx": 26,
+        "precision": "A_BF16_W_INT4"
+    },
+    {
+        "part": "single_post",
+        "idx": 26,
+        "precision": "A_BF16_W_INT4"
+    },
+    {
+        "part": "group_pre",
+        "idx": 27,
+        "precision": "A_BF16_W_INT8"
+    },
+    {
+        "part": "group_post",
+        "idx": 27,
+        "precision": "A_BF16_W_INT8"
+    },
+    {
+        "part": "single_pre",
+        "idx": 27,
+        "precision": "A_BF16_W_INT4"
+    },
+    {
+        "part": "single_post",
+        "idx": 27,
+        "precision": "A_BF16_W_INT4"
+    },
+    {
+        "part": "group_pre",
+        "idx": 28,
+        "precision": "A_BF16_W_INT8"
+    },
+    {
+        "part": "group_post",
+        "idx": 28,
+        "precision": "A_BF16_W_INT8"
+    },
+    {
+        "part": "single_pre",
+        "idx": 28,
+        "precision": "A_BF16_W_INT4"
+    },
+    {
+        "part": "single_post",
+        "idx": 28,
+        "precision": "A_BF16_W_INT4"
+    },
+    {
+        "part": "group_pre",
+        "idx": 29,
+        "precision": "A_BF16_W_INT8"
+    },
+    {
+        "part": "group_post",
+        "idx": 29,
+        "precision": "A_BF16_W_INT8"
+    },
+    {
+        "part": "single_pre",
+        "idx": 29,
+        "precision": "A_BF16_W_INT4"
+    },
+    {
+        "part": "single_post",
+        "idx": 29,
+        "precision": "A_BF16_W_INT4"
+    },
+    {
+        "part": "group_pre",
+        "idx": 30,
+        "precision": "A_BF16_W_INT8"
+    },
+    {
+        "part": "group_post",
+        "idx": 30,
+        "precision": "A_BF16_W_INT8"
+    },
+    {
+        "part": "single_pre",
+        "idx": 30,
+        "precision": "A_BF16_W_INT4"
+    },
+    {
+        "part": "single_post",
+        "idx": 30,
+        "precision": "A_BF16_W_INT4"
+    },
+    {
+        "part": "group_pre",
+        "idx": 31,
+        "precision": "A_BF16_W_INT8"
+    },
+    {
+        "part": "group_post",
+        "idx": 31,
+        "precision": "A_BF16_W_INT8"
+    },
+    {
+        "part": "single_pre",
+        "idx": 31,
+        "precision": "A_BF16_W_INT4"
+    },
+    {
+        "part": "single_post",
+        "idx": 31,
+        "precision": "A_BF16_W_INT4"
+    },
+    {
+        "part": "group_pre",
+        "idx": 32,
+        "precision": "A_BF16_W_INT8"
+    },
+    {
+        "part": "group_post",
+        "idx": 32,
+        "precision": "A_BF16_W_INT8"
+    },
+    {
+        "part": "single_pre",
+        "idx": 32,
+        "precision": "A_BF16_W_INT4"
+    },
+    {
+        "part": "single_post",
+        "idx": 32,
+        "precision": "A_BF16_W_INT4"
+    },
+    {
+        "part": "group_pre",
+        "idx": 33,
+        "precision": "A_BF16_W_INT8"
+    },
+    {
+        "part": "group_post",
+        "idx": 33,
+        "precision": "A_BF16_W_INT8"
+    },
+    {
+        "part": "single_pre",
+        "idx": 33,
+        "precision": "A_BF16_W_INT4"
+    },
+    {
+        "part": "single_post",
+        "idx": 33,
+        "precision": "A_BF16_W_INT4"
+    },
+    {
+        "part": "group_pre",
+        "idx": 34,
+        "precision": "A_BF16_W_INT8"
+    },
+    {
+        "part": "group_post",
+        "idx": 34,
+        "precision": "A_BF16_W_INT8"
+    },
+    {
+        "part": "single_pre",
+        "idx": 34,
+        "precision": "A_BF16_W_INT4"
+    },
+    {
+        "part": "single_post",
+        "idx": 34,
+        "precision": "A_BF16_W_INT4"
+    },
+    {
+        "part": "group_pre",
+        "idx": 35,
+        "precision": "A_BF16_W_INT8"
+    },
+    {
+        "part": "single_pre",
+        "idx": 35,
+        "precision": "A_BF16_W_INT4"
+    },
+    {
+        "part": "single_post",
+        "idx": 35,
+        "precision": "A_BF16_W_INT4"
+    },
+    {
+        "part": "group_cache",
+        "idx": 0,
+        "precision": "A_BF16_W_INT8"
+    },
+    {
+        "part": "group_cache",
+        "idx": 128,
+        "precision": "A_BF16_W_INT8"
+    },
+    {
+        "part": "group_cache",
+        "idx": 256,
+        "precision": "A_BF16_W_INT8"
+    },
+    {
+        "part": "group_cache",
+        "idx": 384,
+        "precision": "A_BF16_W_INT8"
+    },
+    {
+        "part": "group_cache",
+        "idx": 512,
+        "precision": "A_BF16_W_INT8"
+    },
+    {
+        "part": "group_cache",
+        "idx": 640,
+        "precision": "A_BF16_W_INT8"
+    },
+    {
+        "part": "group_cache",
+        "idx": 768,
+        "precision": "A_BF16_W_INT8"
+    },
+    {
+        "part": "group_cache",
+        "idx": 896,
+        "precision": "A_BF16_W_INT8"
+    },
+    {
+        "part": "group_cache",
+        "idx": 1024,
+        "precision": "A_BF16_W_INT8"
+    },
+    {
+        "part": "group_cache",
+        "idx": 1152,
+        "precision": "A_BF16_W_INT8"
+    },
+    {
+        "part": "group_cache",
+        "idx": 1280,
+        "precision": "A_BF16_W_INT8"
+    },
+    {
+        "part": "group_cache",
+        "idx": 1408,
+        "precision": "A_BF16_W_INT8"
+    },
+    {
+        "part": "group_cache",
+        "idx": 1536,
+        "precision": "A_BF16_W_INT8"
+    },
+    {
+        "part": "group_cache",
+        "idx": 1664,
+        "precision": "A_BF16_W_INT8"
+    },
+    {
+        "part": "group_cache",
+        "idx": 1792,
+        "precision": "A_BF16_W_INT8"
+    },
+    {
+        "part": "group_cache",
+        "idx": 1920,
+        "precision": "A_BF16_W_INT8"
+    },
+    {
+        "part": "single_cache",
+        "idx": 127,
+        "precision": "A_BF16_W_INT4"
+    },
+    {
+        "part": "single_cache",
+        "idx": 255,
+        "precision": "A_BF16_W_INT4"
+    },
+    {
+        "part": "single_cache",
+        "idx": 383,
+        "precision": "A_BF16_W_INT4"
+    },
+    {
+        "part": "single_cache",
+        "idx": 511,
+        "precision": "A_BF16_W_INT4"
+    },
+    {
+        "part": "single_cache",
+        "idx": 639,
+        "precision": "A_BF16_W_INT4"
+    },
+    {
+        "part": "single_cache",
+        "idx": 767,
+        "precision": "A_BF16_W_INT4"
+    },
+    {
+        "part": "single_cache",
+        "idx": 895,
+        "precision": "A_BF16_W_INT4"
+    },
+    {
+        "part": "single_cache",
+        "idx": 1023,
+        "precision": "A_BF16_W_INT4"
+    },
+    {
+        "part": "single_cache",
+        "idx": 1151,
+        "precision": "A_BF16_W_INT4"
+    },
+    {
+        "part": "single_cache",
+        "idx": 1279,
+        "precision": "A_BF16_W_INT4"
+    },
+    {
+        "part": "single_cache",
+        "idx": 1407,
+        "precision": "A_BF16_W_INT4"
+    },
+    {
+        "part": "single_cache",
+        "idx": 1535,
+        "precision": "A_BF16_W_INT4"
+    },
+    {
+        "part": "single_cache",
+        "idx": 1663,
+        "precision": "A_BF16_W_INT4"
+    },
+    {
+        "part": "single_cache",
+        "idx": 1791,
+        "precision": "A_BF16_W_INT4"
+    },
+    {
+        "part": "single_cache",
+        "idx": 1919,
+        "precision": "A_BF16_W_INT4"
+    },
+    {
+        "part": "single_cache",
+        "idx": 2047,
+        "precision": "A_BF16_W_INT4"
+    },
+    {
+        "part": "vision",
+        "idx": 0,
+        "precision": "A_BF16_W_INT8"
+    }
+]

devkit/preprocessor_config.json

@@ -0,0 +1,21 @@
+{
+    "size": {
+        "longest_edge": 16777216,
+        "shortest_edge": 65536
+    },
+    "patch_size": 16,
+    "temporal_patch_size": 2,
+    "merge_size": 2,
+    "image_mean": [
+        0.5,
+        0.5,
+        0.5
+    ],
+    "image_std": [
+        0.5,
+        0.5,
+        0.5
+    ],
+    "processor_class": "Qwen3VLProcessor",
+    "image_processor_type": "Qwen2VLImageProcessorFast"
+}

devkit/tokenizer_config.json

@@ -0,0 +1,239 @@
+{
+  "add_bos_token": false,
+  "add_prefix_space": false,
+  "added_tokens_decoder": {
+    "151643": {
+      "content": "<|endoftext|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151644": {
+      "content": "<|im_start|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151645": {
+      "content": "<|im_end|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151646": {
+      "content": "<|object_ref_start|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151647": {
+      "content": "<|object_ref_end|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151648": {
+      "content": "<|box_start|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151649": {
+      "content": "<|box_end|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151650": {
+      "content": "<|quad_start|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151651": {
+      "content": "<|quad_end|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151652": {
+      "content": "<|vision_start|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151653": {
+      "content": "<|vision_end|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151654": {
+      "content": "<|vision_pad|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151655": {
+      "content": "<|image_pad|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151656": {
+      "content": "<|video_pad|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    },
+    "151657": {
+      "content": "<tool_call>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "151658": {
+      "content": "</tool_call>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "151659": {
+      "content": "<|fim_prefix|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "151660": {
+      "content": "<|fim_middle|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "151661": {
+      "content": "<|fim_suffix|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "151662": {
+      "content": "<|fim_pad|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "151663": {
+      "content": "<|repo_name|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "151664": {
+      "content": "<|file_sep|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "151665": {
+      "content": "<tool_response>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "151666": {
+      "content": "</tool_response>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "151667": {
+      "content": "<think>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    },
+    "151668": {
+      "content": "</think>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": false
+    }
+  },
+  "additional_special_tokens": [
+    "<|im_start|>",
+    "<|im_end|>",
+    "<|object_ref_start|>",
+    "<|object_ref_end|>",
+    "<|box_start|>",
+    "<|box_end|>",
+    "<|quad_start|>",
+    "<|quad_end|>",
+    "<|vision_start|>",
+    "<|vision_end|>",
+    "<|vision_pad|>",
+    "<|image_pad|>",
+    "<|video_pad|>"
+  ],
+  "bos_token": null,
+  "chat_template": "{%- if tools %}\n    {{- '<|im_start|>system\\n' }}\n    {%- if messages[0].role == 'system' %}\n        {%- if messages[0].content is string %}\n            {{- messages[0].content }}\n        {%- else %}\n            {%- for content in messages[0].content %}\n                {%- if 'text' in content %}\n                    {{- content.text }}\n                {%- endif %}\n            {%- endfor %}\n        {%- endif %}\n        {{- '\\n\\n' }}\n    {%- endif %}\n    {{- \"# Tools\\n\\nYou may call one or more functions to assist with the user query.\\n\\nYou are provided with function signatures within <tools></tools> XML tags:\\n<tools>\" }}\n    {%- for tool in tools %}\n        {{- \"\\n\" }}\n        {{- tool | tojson }}\n    {%- endfor %}\n    {{- \"\\n</tools>\\n\\nFor each function call, return a json object with function name and arguments within <tool_call></tool_call> XML tags:\\n<tool_call>\\n{\\\"name\\\": <function-name>, \\\"arguments\\\": <args-json-object>}\\n</tool_call><|im_end|>\\n\" }}\n{%- else %}\n    {%- if messages[0].role == 'system' %}\n        {{- '<|im_start|>system\\n' }}\n        {%- if messages[0].content is string %}\n            {{- messages[0].content }}\n        {%- else %}\n            {%- for content in messages[0].content %}\n                {%- if 'text' in content %}\n                    {{- content.text }}\n                {%- endif %}\n            {%- endfor %}\n        {%- endif %}\n        {{- '<|im_end|>\\n' }}\n    {%- endif %}\n{%- endif %}\n{%- set image_count = namespace(value=0) %}\n{%- set video_count = namespace(value=0) %}\n{%- for message in messages %}\n    {%- if message.role == \"user\" %}\n        {{- '<|im_start|>' + message.role + '\\n' }}\n        {%- if message.content is string %}\n            {{- message.content }}\n        {%- else %}\n            {%- for content in message.content %}\n                {%- if content.type == 'image' or 'image' in content or 'image_url' in content %}\n                    {%- set image_count.value = image_count.value + 1 %}\n                    {%- if add_vision_id %}Picture {{ image_count.value }}: {% endif -%}\n                    <|vision_start|><|image_pad|><|vision_end|>\n                {%- elif content.type == 'video' or 'video' in content %}\n                    {%- set video_count.value = video_count.value + 1 %}\n                    {%- if add_vision_id %}Video {{ video_count.value }}: {% endif -%}\n                    <|vision_start|><|video_pad|><|vision_end|>\n                {%- elif 'text' in content %}\n                    {{- content.text }}\n                {%- endif %}\n            {%- endfor %}\n        {%- endif %}\n        {{- '<|im_end|>\\n' }}\n    {%- elif message.role == \"assistant\" %}\n        {{- '<|im_start|>' + message.role + '\\n' }}\n        {%- if message.content is string %}\n            {{- message.content }}\n        {%- else %}\n            {%- for content_item in message.content %}\n                {%- if 'text' in content_item %}\n                    {{- content_item.text }}\n                {%- endif %}\n            {%- endfor %}\n        {%- endif %}\n        {%- if message.tool_calls %}\n            {%- for tool_call in message.tool_calls %}\n                {%- if (loop.first and message.content) or (not loop.first) %}\n                    {{- '\\n' }}\n                {%- endif %}\n                {%- if tool_call.function %}\n                    {%- set tool_call = tool_call.function %}\n                {%- endif %}\n                {{- '<tool_call>\\n{\"name\": \"' }}\n                {{- tool_call.name }}\n                {{- '\", \"arguments\": ' }}\n                {%- if tool_call.arguments is string %}\n                    {{- tool_call.arguments }}\n                {%- else %}\n                    {{- tool_call.arguments | tojson }}\n                {%- endif %}\n                {{- '}\\n</tool_call>' }}\n            {%- endfor %}\n        {%- endif %}\n        {{- '<|im_end|>\\n' }}\n    {%- elif message.role == \"tool\" %}\n        {%- if loop.first or (messages[loop.index0 - 1].role != \"tool\") %}\n            {{- '<|im_start|>user' }}\n        {%- endif %}\n        {{- '\\n<tool_response>\\n' }}\n        {%- if message.content is string %}\n            {{- message.content }}\n        {%- else %}\n            {%- for content in message.content %}\n                {%- if content.type == 'image' or 'image' in content or 'image_url' in content %}\n                    {%- set image_count.value = image_count.value + 1 %}\n                    {%- if add_vision_id %}Picture {{ image_count.value }}: {% endif -%}\n                    <|vision_start|><|image_pad|><|vision_end|>\n                {%- elif content.type == 'video' or 'video' in content %}\n                    {%- set video_count.value = video_count.value + 1 %}\n                    {%- if add_vision_id %}Video {{ video_count.value }}: {% endif -%}\n                    <|vision_start|><|video_pad|><|vision_end|>\n                {%- elif 'text' in content %}\n                    {{- content.text }}\n                {%- endif %}\n            {%- endfor %}\n        {%- endif %}\n        {{- '\\n</tool_response>' }}\n        {%- if loop.last or (messages[loop.index0 + 1].role != \"tool\") %}\n            {{- '<|im_end|>\\n' }}\n        {%- endif %}\n    {%- endif %}\n{%- endfor %}\n{%- if add_generation_prompt %}\n    {{- '<|im_start|>assistant\\n' }}\n{%- endif %}\n",
+  "clean_up_tokenization_spaces": false,
+  "eos_token": "<|im_end|>",
+  "errors": "replace",
+  "model_max_length": 262144,
+  "pad_token": "<|endoftext|>",
+  "split_special_tokens": false,
+  "tokenizer_class": "Qwen2Tokenizer",
+  "unk_token": null
+}

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+{
+    "size": {
+        "longest_edge": 25165824,
+        "shortest_edge": 4096
+    },
+    "patch_size": 16,
+    "temporal_patch_size": 2,
+    "merge_size": 2,
+    "image_mean": [
+        0.5,
+        0.5,
+        0.5
+    ],
+    "image_std": [
+        0.5,
+        0.5,
+        0.5
+    ],
+    "processor_class": "Qwen3VLProcessor",
+    "video_processor_type": "Qwen3VLVideoProcessor"
+}

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+{
+    "model_name": "Qwen3-VL-4B-Instruct",
+    "model_type": "vlm-qwen3_vl",
+    "vm_cfg": {
+        "model_type": "qwen3_vl",
+        "arch": "qwen3_vl",
+        "image_size": [
+            256,
+            256
+        ],
+        "patch_size": 16,
+        "cls_embed": false,
+        "hidden_size": 1024,
+        "intermediate_size": 4096,
+        "num_attention_heads": 16,
+        "num_hidden_layers": 24,
+        "hidden_act": "gelu_pytorch_tanh",
+        "layer_norm_eps": 1e-06,
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+        "temporal_patch_size": 2,
+        "window_size": 0,
+        "num_position_embeddings": 2304,
+        "fullatt_block_indexes": [],
+        "deepstack_visual_indexes": [
+            5,
+            11,
+            17
+        ]
+    },
+    "mm_cfg": {
+        "num_layers": 2,
+        "hidden_act": "gelu",
+        "mm_tokens_per_image": 64,
+        "proj_dim": 2560,
+        "downsample_factor": 1,
+        "projector_use_layernorm": true
+    },
+    "lm_cfg": {
+        "model_type": "qwen3_vl_text",
+        "data_type": "bfloat16",
+        "arch": "qwen",
+        "token_cfg": {
+            "vocab_size": 151936
+        },
+        "rope_cfg": {
+            "rope_theta": 5000000,
+            "rope_local_base_freq": 10000,
+            "rope_scaling": {
+                "factor": 1.0,
+                "low_freq_factor": 0,
+                "high_freq_factor": 0,
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+                "long_factor": null,
+                "short_factor": null,
+                "rope_type": "default",
+                "mrope_section": null,
+                "mrope_interleaved": false
+            }
+        },
+        "attn_cfg": {
+            "num_attention_heads": 32,
+            "num_key_value_heads": 8,
+            "head_dim": 128,
+            "swa_enable": false,
+            "sliding_window": 0,
+            "attention_bias": false,
+            "attention_dropout": 0.0,
+            "query_pre_attn_scalar": 0
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+        "mlp_cfg": {
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+            "act": "silu",
+            "num_layers": 3,
+            "mlp_bias": false
+        },
+        "hidden_size": 2560,
+        "num_hidden_layers": 36,
+        "max_position_embeddings": 2048,
+        "rms_norm_eps": 1e-06,
+        "rms_norm_unit_offset": false,
+        "layer_types": [
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+        "attn_logit_softcapping": null,
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+        "lm_head_num_splits": 3,
+        "lm_head_split_dim": 50656,
+        "conv_L_cache": 3,
+        "conv_bias": false,
+        "lora_cfg": null
+    },
+    "pipeline_cfg": {
+        "system_prompt": null,
+        "chat_template": null,
+        "max_num_tokens": 2048,
+        "input_token_group_size": 128,
+        "input_token_group_offsets": [
+            0,
+            128,
+            256,
+            384,
+            512,
+            640,
+            768,
+            896,
+            1024,
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+        "future_token_mask_size": 128,
+        "return_logits": false,
+        "use_strided_kv_cache": false,
+        "enable_filter_sharing": false,
+        "quantize_embeddings": false,
+        "split_mlp": true
+    },
+    "language_model_name": "Qwen3-VL-4B-Instruct_language",
+    "vision_model_name": "Qwen3-VL-4B-Instruct_vision"
+}

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