vLLM-compatible DeepFrame (from sdioteam/deepframe@v0.2)

README.md

@@ -0,0 +1,107 @@
+---
+license: apache-2.0
+base_model:
+  - Qwen/Qwen3-VL-8B-Instruct
+tags:
+  - video-understanding
+  - multimodal
+  - audio-visual
+  - video-salmonn
+  - qwen3-vl
+---
+
+# DeepFrame v0.2: Qwen3-VL-8B with Audio Encoder
+
+**DeepFrame** is a multimodal video understanding model based on Qwen3-VL-8B-Instruct, extended with audio processing capabilities from Video-SALMONN-2+.
+
+## ⚠️ Important: This is a Full Model (Not LoRA Adapter)
+
+v0.2 is a **fully merged model**, not a LoRA adapter. Load it directly:
+
+```python
+from transformers import AutoModelForCausalLM, AutoProcessor
+
+# Load the full model directly
+model = AutoModelForCausalLM.from_pretrained(
+    "sdioteam/deepframe",
+    trust_remote_code=True,
+    torch_dtype=torch.bfloat16,
+    device_map="auto"
+)
+processor = AutoProcessor.from_pretrained("sdioteam/deepframe")
+```
+
+**Do NOT use `PeftModel.from_pretrained()`** - this will fail as there are no LoRA adapter weights.
+
+## Architecture
+
+- **Base**: Qwen3-VL-8B-Instruct
+- **Vision**: Qwen3VLVisionModel with DeepStack features
+  - `visual.merger.norm` (LayerNorm)
+  - `visual.merger.linear_fc1/fc2`
+  - `visual.deepstack_merger_list` (multi-level feature fusion)
+- **Audio**: WhisperEncoder + QFormer
+  - `audio.conv1/conv2` (Whisper frontend)
+  - `audio.layers.*` (Whisper encoder blocks)
+  - `audio.qformer.*` (BERT-based projector)
+  - `audio.q_tokens` (learnable queries)
+  - `audio.audio_proj` (projection to LLM hidden size)
+- **LLM**: Qwen3-8B language model
+
+## Model Type
+
+```json
+{
+  "model_type": "qwen3_vl_audio",
+  "architectures": ["VideoSALMONN2_Qwen3"]
+}
+```
+
+## Versions
+
+| Version | Architecture | Type | Notes |
+|---------|--------------|------|-------|
+| v0.1 | Qwen2.5-VL-7B | LoRA adapter | Deprecated |
+| **v0.2** | **Qwen3-VL-8B** | **Full model** | Current - Fixed audio encoder |
+
+## Key Differences from v0.1
+
+- **Qwen3-VL** (not Qwen2.5-VL) - Includes DeepStack multi-level vision features
+- **`visual.merger.norm`** instead of `visual.merger.ln_q` (architectural change)
+- **Full model weights** - No LoRA adapter needed
+- **Fixed audio encoder** - Properly initialized q_tokens and audio_proj
+
+## Usage
+
+```python
+import torch
+from transformers import AutoModelForCausalLM, AutoProcessor
+
+model = AutoModelForCausalLM.from_pretrained(
+    "sdioteam/deepframe",
+    revision="v0.2",  # Or "main"
+    trust_remote_code=True,
+    torch_dtype=torch.bfloat16,
+    device_map="auto"
+)
+
+processor = AutoProcessor.from_pretrained("sdioteam/deepframe")
+```
+
+## Training
+
+- **Stage 1**: Audio alignment on LibriSpeech + YouTube hybrid dataset (~700K samples)
+- **Stage 2**: Audio-Visual SFT on mixed dataset
+
+## License
+
+Apache 2.0
+
+## Citation
+
+```bibtex
+@misc{deepframe2024,
+  title={DeepFrame: Multimodal Video Understanding with Audio},
+  year={2024}
+}
+```

added_tokens.json

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+{
+  "</think>": 151668,
+  "</tool_call>": 151658,
+  "</tool_response>": 151666,
+  "<think>": 151667,
+  "<tool_call>": 151657,
+  "<tool_response>": 151665,
+  "<|audio_pad|>": 151669,
+  "<|box_end|>": 151649,
+  "<|box_start|>": 151648,
+  "<|endoftext|>": 151643,
+  "<|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,
+  "<|video_pad|>": 151656,
+  "<|vision_end|>": 151653,
+  "<|vision_pad|>": 151654,
+  "<|vision_start|>": 151652
+}

chat_template.jinja

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+{%- 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 %}

config.json

@@ -0,0 +1,183 @@
+{
+  "architectures": [
+    "DeepFrameForConditionalGeneration"
+  ],
+  "audio_config": {
+    "activation_dropout": 0.0,
+    "activation_function": "gelu",
+    "attention_dropout": 0.0,
+    "d_model": 1280,
+    "dropout": 0.0,
+    "dtype": "bfloat16",
+    "encoder_attention_heads": 20,
+    "encoder_ffn_dim": 5120,
+    "encoder_layerdrop": 0.0,
+    "encoder_layers": 32,
+    "init_std": 0.02,
+    "max_source_positions": 1500,
+    "model_type": "whisper",
+    "num_hidden_layers": 32,
+    "num_mel_bins": 128,
+    "qformer_config": {
+      "_name_or_path": "",
+      "add_cross_attention": true,
+      "architectures": null,
+      "attention_probs_dropout_prob": 0.1,
+      "bad_words_ids": null,
+      "begin_suppress_tokens": null,
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+      "classifier_dropout": null,
+      "cross_attention_freq": 1,
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+      "decoder_start_token_id": null,
+      "diversity_penalty": 0.0,
+      "do_sample": false,
+      "dtype": null,
+      "early_stopping": false,
+      "encoder_no_repeat_ngram_size": 0,
+      "encoder_width": 1280,
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+      "finetuning_task": null,
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+      "id2label": {
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+        "1": "LABEL_1"
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+      "is_decoder": false,
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+      "output_attentions": false,
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+      "pad_token_id": 0,
+      "position_embedding_type": "absolute",
+      "prefix": null,
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+      "pruned_heads": {},
+      "query_length": 1,
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+      "torchscript": false,
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+      "use_bfloat16": false,
+      "use_cache": true,
+      "vocab_size": 30522
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+    "scale_embedding": false,
+    "second_per_window": 0.5,
+    "second_stride": 0.5,
+    "use_cache": true
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+  "dtype": "bfloat16",
+  "eos_token_id": 151645,
+  "image_token_id": 151655,
+  "model_type": "qwen3_vl",
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+  "text_config": {
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+    "attention_dropout": 0.0,
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+    "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",
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+    "num_hidden_layers": 36,
+    "num_key_value_heads": 8,
+    "rms_norm_eps": 1e-06,
+    "rope_scaling": {
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+      "mrope_section": [
+        24,
+        20,
+        20
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+      "rope_type": "default"
+    },
+    "rope_theta": 5000000,
+    "tie_word_embeddings": false,
+    "use_cache": false,
+    "vocab_size": 151670
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+  "tie_word_embeddings": false,
+  "transformers_version": "4.57.3",
+  "video_token_id": 151656,
+  "vision_config": {
+    "deepstack_visual_indexes": [
+      8,
+      16,
+      24
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+    "depth": 27,
+    "dtype": "bfloat16",
+    "fullatt_block_indexes": [
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+      15,
+      23,
+      31
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+    "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,
+    "tokens_per_second": 4,
+    "window_size": 112
+  },
+  "vision_end_token_id": 151653,
+  "vision_start_token_id": 151652,
+  "_original_model_type": "qwen3_vl_audio",
+  "_original_architectures": [
+    "VideoSALMONN2_Qwen3"
+  ]
+}

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preprocessor_config.json

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+{
+  "crop_size": null,
+  "data_format": "channels_first",
+  "default_to_square": true,
+  "device": null,
+  "disable_grouping": null,
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+  "do_convert_rgb": true,
+  "do_normalize": true,
+  "do_pad": null,
+  "do_rescale": true,
+  "do_resize": true,
+  "image_mean": [
+    0.5,
+    0.5,
+    0.5
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+  "image_processor_type": "Qwen2VLImageProcessorFast",
+  "image_std": [
+    0.5,
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+  "input_data_format": null,
+  "max_pixels": 61250,
+  "merge_size": 2,
+  "min_pixels": 784,
+  "pad_size": null,
+  "patch_size": 16,
+  "processor_class": "Qwen3VLProcessor",
+  "resample": 3,
+  "rescale_factor": 0.00392156862745098,
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+  "size": {
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+    "shortest_edge": 65536
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+  "temporal_patch_size": 2
+}

special_tokens_map.json

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+{
+  "additional_special_tokens": [
+    "<|audio_pad|>"
+  ],
+  "eos_token": {
+    "content": "<|im_end|>",
+    "lstrip": false,
+    "normalized": false,
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+    "lstrip": false,
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+}

tokenizer_config.json

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+  "add_prefix_space": false,
+  "added_tokens_decoder": {
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+      "normalized": false,
+      "rstrip": false,
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+      "normalized": false,
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+      "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
+    },
+    "151669": {
+      "content": "<|audio_pad|>",
+      "lstrip": false,
+      "normalized": false,
+      "rstrip": false,
+      "single_word": false,
+      "special": true
+    }
+  },
+  "additional_special_tokens": [
+    "<|audio_pad|>"
+  ],
+  "bos_token": null,
+  "clean_up_tokenization_spaces": false,
+  "eos_token": "<|im_end|>",
+  "errors": "replace",
+  "extra_special_tokens": {},
+  "model_max_length": 131072,
+  "pad_token": "<|endoftext|>",
+  "padding_side": "right",
+  "processor_class": "Qwen3VLProcessor",
+  "split_special_tokens": false,
+  "tokenizer_class": "Qwen2Tokenizer",
+  "unk_token": null
+}

video_preprocessor_config.json

@@ -0,0 +1,41 @@
+{
+  "crop_size": null,
+  "data_format": "channels_first",
+  "default_to_square": true,
+  "device": null,
+  "do_center_crop": null,
+  "do_convert_rgb": true,
+  "do_normalize": true,
+  "do_rescale": true,
+  "do_resize": true,
+  "do_sample_frames": true,
+  "fps": 2,
+  "image_mean": [
+    0.5,
+    0.5,
+    0.5
+  ],
+  "image_std": [
+    0.5,
+    0.5,
+    0.5
+  ],
+  "input_data_format": null,
+  "max_frames": 768,
+  "merge_size": 2,
+  "min_frames": 4,
+  "num_frames": null,
+  "pad_size": null,
+  "patch_size": 16,
+  "processor_class": "Qwen3VLProcessor",
+  "resample": 3,
+  "rescale_factor": 0.00392156862745098,
+  "return_metadata": false,
+  "size": {
+    "longest_edge": 25165824,
+    "shortest_edge": 4096
+  },
+  "temporal_patch_size": 2,
+  "video_metadata": null,
+  "video_processor_type": "Qwen3VLVideoProcessor"
+}