Upload modelopt-v3

.gitattributes

@@ -33,3 +33,4 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 *.zip filter=lfs diff=lfs merge=lfs -text
 *.zst filter=lfs diff=lfs merge=lfs -text
 *tfevents* filter=lfs diff=lfs merge=lfs -text
+modelopt-v3/tokenizer.json filter=lfs diff=lfs merge=lfs -text

modelopt-v3/_loaded_key_report.txt

@@ -0,0 +1,26 @@
+HiDream / ModelOpt loaded key report
+====================================================================================================
+
+Source safetensors: /content/HiDream-O1-Image-Dev-BF16-merged.safetensors
+Source key count: 759
+Loaded model state_dict key count: 750
+Common key count: 750
+Source keys NOT loaded into HF model: 9
+Loaded model keys not present in source: 0
+
+====================================================================================================
+SOURCE KEYS NOT LOADED INTO HF MODEL
+====================================================================================================
+model.final_layer2.linear.bias
+model.final_layer2.linear.weight
+model.t_embedder1.mlp.0.bias
+model.t_embedder1.mlp.0.weight
+model.t_embedder1.mlp.2.bias
+model.t_embedder1.mlp.2.weight
+model.x_embedder.proj1.weight
+model.x_embedder.proj2.bias
+model.x_embedder.proj2.weight
+
+====================================================================================================
+LOADED MODEL KEYS NOT PRESENT IN SOURCE
+====================================================================================================

modelopt-v3/_nvfp4_qcfg_debug.json

@@ -0,0 +1,148 @@
+{
+  "quant_cfg": {
+    "*weight_quantizer": {
+      "num_bits": [
+        2,
+        1
+      ],
+      "block_sizes": {
+        "-1": 16,
+        "type": "dynamic",
+        "scale_bits": [
+          4,
+          3
+        ]
+      },
+      "enable": true
+    },
+    "*input_quantizer": {
+      "enable": false
+    },
+    "nn.BatchNorm1d": {
+      "*": {
+        "enable": false
+      }
+    },
+    "nn.BatchNorm2d": {
+      "*": {
+        "enable": false
+      }
+    },
+    "nn.BatchNorm3d": {
+      "*": {
+        "enable": false
+      }
+    },
+    "nn.LeakyReLU": {
+      "*": {
+        "enable": false
+      }
+    },
+    "*lm_head*": {
+      "enable": false
+    },
+    "*proj_out.*": {
+      "enable": false
+    },
+    "*block_sparse_moe.gate*": {
+      "enable": false
+    },
+    "*router*": {
+      "enable": false
+    },
+    "*mlp.gate.*": {
+      "enable": false
+    },
+    "*mlp.shared_expert_gate.*": {
+      "enable": false
+    },
+    "*linear_attn.conv1d*": {
+      "enable": false
+    },
+    "*mixer.conv1d*": {
+      "enable": false
+    },
+    "*output_layer*": {
+      "enable": false
+    },
+    "output.*": {
+      "enable": false
+    },
+    "default": {
+      "enable": false
+    },
+    "*embed_tokens*": {
+      "enable": false
+    },
+    "*norm*": {
+      "enable": false
+    },
+    "*layernorm*": {
+      "enable": false
+    },
+    "*LayerNorm*": {
+      "enable": false
+    },
+    "*rotary*": {
+      "enable": false
+    },
+    "*pos_embed*": {
+      "enable": false
+    },
+    "*patch_embed*": {
+      "enable": false
+    },
+    "*bias*": {
+      "enable": false
+    },
+    "*final_layer2*": {
+      "enable": false
+    },
+    "*t_embedder1*": {
+      "enable": false
+    },
+    "*x_embedder*": {
+      "enable": false
+    },
+    "*visual*": {
+      "enable": false
+    },
+    "*visual.*": {
+      "enable": false
+    },
+    "model.visual*": {
+      "enable": false
+    },
+    "model.visual.*": {
+      "enable": false
+    },
+    "*model.visual*": {
+      "enable": false
+    },
+    "*model.visual.*": {
+      "enable": false
+    },
+    "*visual*weight_quantizer": {
+      "enable": false
+    },
+    "*visual*input_quantizer": {
+      "enable": false
+    },
+    "model.visual*weight_quantizer": {
+      "enable": false
+    },
+    "model.visual*input_quantizer": {
+      "enable": false
+    },
+    "*visual.blocks*": {
+      "enable": false
+    },
+    "*visual.blocks.*": {
+      "enable": false
+    },
+    "*visual.blocks.*.attn.qkv*": {
+      "enable": false
+    }
+  },
+  "algorithm": null
+}

modelopt-v3/added_tokens.json

@@ -0,0 +1,33 @@
+{
+  "</think>": 151668,
+  "</tool_call>": 151658,
+  "</tool_response>": 151666,
+  "<think>": 151667,
+  "<tool_call>": 151657,
+  "<tool_response>": 151665,
+  "<|boi_token|>": 151669,
+  "<|bor_token|>": 151670,
+  "<|bot_token|>": 151672,
+  "<|box_end|>": 151649,
+  "<|box_start|>": 151648,
+  "<|endoftext|>": 151643,
+  "<|eor_token|>": 151671,
+  "<|file_sep|>": 151664,
+  "<|fim_middle|>": 151660,
+  "<|fim_pad|>": 151662,
+  "<|fim_prefix|>": 151659,
+  "<|fim_suffix|>": 151661,
+  "<|im_end|>": 151645,
+  "<|im_start|>": 151644,
+  "<|image_pad|>": 151655,
+  "<|object_ref_end|>": 151647,
+  "<|object_ref_start|>": 151646,
+  "<|quad_end|>": 151651,
+  "<|quad_start|>": 151650,
+  "<|repo_name|>": 151663,
+  "<|tms_token|>": 151673,
+  "<|video_pad|>": 151656,
+  "<|vision_end|>": 151653,
+  "<|vision_pad|>": 151654,
+  "<|vision_start|>": 151652
+}

modelopt-v3/chat_template.jinja

@@ -0,0 +1,120 @@
+{%- if tools %}
+    {{- '<|im_start|>system\n' }}
+    {%- if messages[0].role == 'system' %}
+        {%- if messages[0].content is string %}
+            {{- messages[0].content }}
+        {%- else %}
+            {%- for content in messages[0].content %}
+                {%- if 'text' in content %}
+                    {{- content.text }}
+                {%- endif %}
+            {%- endfor %}
+        {%- endif %}
+        {{- '\n\n' }}
+    {%- endif %}
+    {{- "# 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>" }}
+    {%- for tool in tools %}
+        {{- "\n" }}
+        {{- tool | tojson }}
+    {%- endfor %}
+    {{- "\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" }}
+{%- else %}
+    {%- if messages[0].role == 'system' %}
+        {{- '<|im_start|>system\n' }}
+        {%- if messages[0].content is string %}
+            {{- messages[0].content }}
+        {%- else %}
+            {%- for content in messages[0].content %}
+                {%- if 'text' in content %}
+                    {{- content.text }}
+                {%- endif %}
+            {%- endfor %}
+        {%- endif %}
+        {{- '<|im_end|>\n' }}
+    {%- endif %}
+{%- endif %}
+{%- set image_count = namespace(value=0) %}
+{%- set video_count = namespace(value=0) %}
+{%- for message in messages %}
+    {%- if message.role == "user" %}
+        {{- '<|im_start|>' + message.role + '\n' }}
+        {%- if message.content is string %}
+            {{- message.content }}
+        {%- else %}
+            {%- for content in message.content %}
+                {%- if content.type == 'image' or 'image' in content or 'image_url' in content %}
+                    {%- set image_count.value = image_count.value + 1 %}
+                    {%- if add_vision_id %}Picture {{ image_count.value }}: {% endif -%}
+                    <|vision_start|><|image_pad|><|vision_end|>
+                {%- elif content.type == 'video' or 'video' in content %}
+                    {%- set video_count.value = video_count.value + 1 %}
+                    {%- if add_vision_id %}Video {{ video_count.value }}: {% endif -%}
+                    <|vision_start|><|video_pad|><|vision_end|>
+                {%- elif 'text' in content %}
+                    {{- content.text }}
+                {%- endif %}
+            {%- endfor %}
+        {%- endif %}
+        {{- '<|im_end|>\n' }}
+    {%- elif message.role == "assistant" %}
+        {{- '<|im_start|>' + message.role + '\n' }}
+        {%- if message.content is string %}
+            {{- message.content }}
+        {%- else %}
+            {%- for content_item in message.content %}
+                {%- if 'text' in content_item %}
+                    {{- content_item.text }}
+                {%- endif %}
+            {%- endfor %}
+        {%- endif %}
+        {%- if message.tool_calls %}
+            {%- for tool_call in message.tool_calls %}
+                {%- if (loop.first and message.content) or (not loop.first) %}
+                    {{- '\n' }}
+                {%- endif %}
+                {%- if tool_call.function %}
+                    {%- set tool_call = tool_call.function %}
+                {%- endif %}
+                {{- '<tool_call>\n{"name": "' }}
+                {{- tool_call.name }}
+                {{- '", "arguments": ' }}
+                {%- if tool_call.arguments is string %}
+                    {{- tool_call.arguments }}
+                {%- else %}
+                    {{- tool_call.arguments | tojson }}
+                {%- endif %}
+                {{- '}\n</tool_call>' }}
+            {%- endfor %}
+        {%- endif %}
+        {{- '<|im_end|>\n' }}
+    {%- elif message.role == "tool" %}
+        {%- if loop.first or (messages[loop.index0 - 1].role != "tool") %}
+            {{- '<|im_start|>user' }}
+        {%- endif %}
+        {{- '\n<tool_response>\n' }}
+        {%- if message.content is string %}
+            {{- message.content }}
+        {%- else %}
+            {%- for content in message.content %}
+                {%- if content.type == 'image' or 'image' in content or 'image_url' in content %}
+                    {%- set image_count.value = image_count.value + 1 %}
+                    {%- if add_vision_id %}Picture {{ image_count.value }}: {% endif -%}
+                    <|vision_start|><|image_pad|><|vision_end|>
+                {%- elif content.type == 'video' or 'video' in content %}
+                    {%- set video_count.value = video_count.value + 1 %}
+                    {%- if add_vision_id %}Video {{ video_count.value }}: {% endif -%}
+                    <|vision_start|><|video_pad|><|vision_end|>
+                {%- elif 'text' in content %}
+                    {{- content.text }}
+                {%- endif %}
+            {%- endfor %}
+        {%- endif %}
+        {{- '\n</tool_response>' }}
+        {%- if loop.last or (messages[loop.index0 + 1].role != "tool") %}
+            {{- '<|im_end|>\n' }}
+        {%- endif %}
+    {%- endif %}
+{%- endfor %}
+{%- if add_generation_prompt %}
+    {{- '<|im_start|>assistant\n' }}
+{%- endif %}

modelopt-v3/chat_template.json

@@ -0,0 +1,3 @@
+{
+    "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"
+}

modelopt-v3/config.json

@@ -0,0 +1,62 @@
+{
+  "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": 4096,
+    "initializer_range": 0.02,
+    "intermediate_size": 12288,
+    "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,
+    "use_cache": true,
+    "vocab_size": 151936
+  },
+  "tie_word_embeddings": false,
+  "transformers_version": "4.57.6",
+  "video_token_id": 151656,
+  "vision_config": {
+    "deepstack_visual_indexes": [
+      8,
+      16,
+      24
+    ],
+    "depth": 27,
+    "hidden_act": "gelu_pytorch_tanh",
+    "hidden_size": 1152,
+    "in_channels": 3,
+    "initializer_range": 0.02,
+    "intermediate_size": 4304,
+    "model_type": "qwen3_vl",
+    "num_heads": 16,
+    "num_position_embeddings": 2304,
+    "out_hidden_size": 4096,
+    "patch_size": 16,
+    "spatial_merge_size": 2,
+    "temporal_patch_size": 2
+  },
+  "vision_end_token_id": 151653,
+  "vision_start_token_id": 151652
+}

modelopt-v3/configuration.json

@@ -0,0 +1 @@
+{"framework": "pytorch", "task": "text-generation", "allow_remote": true}

modelopt-v3/conversion_note.json

@@ -0,0 +1,26 @@
+{
+  "source_model_dir": "/content/HiDream-O1-Image-Dev",
+  "load_dir": "/content/HiDream-O1-Image-Dev-merged-load-v3",
+  "merged_safetensors": "/content/HiDream-O1-Image-Dev-BF16-merged.safetensors",
+  "output_dir": "/content/HiDream-O1-Image-Dev-NVFP4-modelopt-v3",
+  "modelopt_version": "0.43.0",
+  "torch_version": "2.10.0+cu128",
+  "torch_dtype_load": "bfloat16",
+  "weight_only_nvfp4": true,
+  "keep_embed_lm_head_norms": true,
+  "keep_hidream_extra_heads": true,
+  "skip_visual_tower": true,
+  "post_disable_skipped_modules": true,
+  "force_missing_amax": true,
+  "loaded_param_count": 8767123696,
+  "loaded_dtype_counter": {
+    "torch.bfloat16": 8767123696
+  },
+  "missing_source_key_count": 9,
+  "extra_loaded_key_count": 0,
+  "loaded_key_report": "/content/HiDream-O1-Image-Dev-NVFP4-modelopt-v3/_loaded_key_report.txt",
+  "disabled_quantizer_count": 354,
+  "failed_disable_quantizer_count": 0,
+  "patched_amax_count": 252,
+  "skipped_amax_count": 0
+}

modelopt-v3/generation_config.json

@@ -0,0 +1,13 @@
+{
+  "bos_token_id": 151643,
+  "do_sample": true,
+  "eos_token_id": [
+    151645,
+    151643
+  ],
+  "pad_token_id": 151643,
+  "temperature": 0.7,
+  "top_k": 20,
+  "top_p": 0.8,
+  "transformers_version": "4.57.6"
+}

modelopt-v3/hf_quant_config.json

@@ -0,0 +1,15 @@
+{
+    "producer": {
+        "name": "modelopt",
+        "version": "0.43.0"
+    },
+    "quantization": {
+        "quant_algo": "NVFP4",
+        "kv_cache_quant_algo": null,
+        "group_size": 16,
+        "exclude_modules": [
+            "lm_head",
+            "model.visual*"
+        ]
+    }
+}

modelopt-v3/model-00001-of-00002.safetensors

@@ -0,0 +1,3 @@
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+oid sha256:5ba8b9cf1c12efea115a054dde826e432cae6e4db92be50c6e318c50f44dfc29
+size 4982746224

modelopt-v3/model-00002-of-00002.safetensors

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+version https://git-lfs.github.com/spec/v1
+oid sha256:7a4021c32b2b54caf6da81c8fd00e98f00f6c983582c6a133bf0b2c9be102a45
+size 2350096216

modelopt-v3/preprocessor_config.json

@@ -0,0 +1,39 @@
+{
+  "crop_size": null,
+  "data_format": "channels_first",
+  "default_to_square": true,
+  "device": null,
+  "disable_grouping": null,
+  "do_center_crop": null,
+  "do_convert_rgb": true,
+  "do_normalize": true,
+  "do_pad": null,
+  "do_rescale": true,
+  "do_resize": true,
+  "image_mean": [
+    0.5,
+    0.5,
+    0.5
+  ],
+  "image_processor_type": "Qwen2VLImageProcessorFast",
+  "image_std": [
+    0.5,
+    0.5,
+    0.5
+  ],
+  "input_data_format": null,
+  "max_pixels": null,
+  "merge_size": 2,
+  "min_pixels": null,
+  "pad_size": null,
+  "patch_size": 16,
+  "processor_class": "Qwen3VLProcessor",
+  "resample": 3,
+  "rescale_factor": 0.00392156862745098,
+  "return_tensors": null,
+  "size": {
+    "longest_edge": 16777216,
+    "shortest_edge": 65536
+  },
+  "temporal_patch_size": 2
+}

modelopt-v3/special_tokens_map.json

@@ -0,0 +1,36 @@
+{
+  "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|>",
+    "<|boi_token|>",
+    "<|bor_token|>",
+    "<|eor_token|>",
+    "<|bot_token|>",
+    "<|tms_token|>"
+  ],
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+}

modelopt-v3/tokenizer.json

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:2f7eb340d64a582a2fc42c65978acaef129f0711e126acb51b71dcbabb3ca79b
+size 11423604

modelopt-v3/tokenizer_config.json

@@ -0,0 +1,284 @@
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+}

modelopt-v3/video_preprocessor_config.json

@@ -0,0 +1,41 @@
+{
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+  "data_format": "channels_first",
+  "default_to_square": true,
+  "device": null,
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+  "patch_size": 16,
+  "processor_class": "Qwen3VLProcessor",
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+  "video_metadata": null,
+  "video_processor_type": "Qwen3VLVideoProcessor"
+}