Instructions to use alpharomercoma/vqwen-qformer-tiktok-v2 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use alpharomercoma/vqwen-qformer-tiktok-v2 with Transformers:

# Use a pipeline as a high-level helper
from transformers import pipeline

pipe = pipeline("image-text-to-text", model="alpharomercoma/vqwen-qformer-tiktok-v2")
messages = [
    {
        "role": "user",
        "content": [
            {"type": "image", "url": "https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/p-blog/candy.JPG"},
            {"type": "text", "text": "What animal is on the candy?"}
        ]
    },
]
pipe(text=messages)

# Load model directly
from transformers import AutoProcessor, AutoModelForMultimodalLM

processor = AutoProcessor.from_pretrained("alpharomercoma/vqwen-qformer-tiktok-v2")
model = AutoModelForMultimodalLM.from_pretrained("alpharomercoma/vqwen-qformer-tiktok-v2")
messages = [
    {
        "role": "user",
        "content": [
            {"type": "image", "url": "https://huggingface.co/datasets/huggingface/documentation-images/resolve/main/p-blog/candy.JPG"},
            {"type": "text", "text": "What animal is on the candy?"}
        ]
    },
]
inputs = processor.apply_chat_template(
	messages,
	add_generation_prompt=True,
	tokenize=True,
	return_dict=True,
	return_tensors="pt",
).to(model.device)

outputs = model.generate(**inputs, max_new_tokens=40)
print(processor.decode(outputs[0][inputs["input_ids"].shape[-1]:]))

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use alpharomercoma/vqwen-qformer-tiktok-v2 with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "alpharomercoma/vqwen-qformer-tiktok-v2"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "alpharomercoma/vqwen-qformer-tiktok-v2",
		"messages": [
			{
				"role": "user",
				"content": [
					{
						"type": "text",
						"text": "Describe this image in one sentence."
					},
					{
						"type": "image_url",
						"image_url": {
							"url": "https://cdn.britannica.com/61/93061-050-99147DCE/Statue-of-Liberty-Island-New-York-Bay.jpg"
						}
					}
				]
			}
		]
	}'

Use Docker

docker model run hf.co/alpharomercoma/vqwen-qformer-tiktok-v2

SGLang

How to use alpharomercoma/vqwen-qformer-tiktok-v2 with SGLang:

Install from pip and serve model

# Install SGLang from pip:
pip install sglang
# Start the SGLang server:
python3 -m sglang.launch_server \
    --model-path "alpharomercoma/vqwen-qformer-tiktok-v2" \
    --host 0.0.0.0 \
    --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "alpharomercoma/vqwen-qformer-tiktok-v2",
		"messages": [
			{
				"role": "user",
				"content": [
					{
						"type": "text",
						"text": "Describe this image in one sentence."
					},
					{
						"type": "image_url",
						"image_url": {
							"url": "https://cdn.britannica.com/61/93061-050-99147DCE/Statue-of-Liberty-Island-New-York-Bay.jpg"
						}
					}
				]
			}
		]
	}'

Use Docker images

docker run --gpus all \
    --shm-size 32g \
    -p 30000:30000 \
    -v ~/.cache/huggingface:/root/.cache/huggingface \
    --env "HF_TOKEN=<secret>" \
    --ipc=host \
    lmsysorg/sglang:latest \
    python3 -m sglang.launch_server \
        --model-path "alpharomercoma/vqwen-qformer-tiktok-v2" \
        --host 0.0.0.0 \
        --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "alpharomercoma/vqwen-qformer-tiktok-v2",
		"messages": [
			{
				"role": "user",
				"content": [
					{
						"type": "text",
						"text": "Describe this image in one sentence."
					},
					{
						"type": "image_url",
						"image_url": {
							"url": "https://cdn.britannica.com/61/93061-050-99147DCE/Statue-of-Liberty-Island-New-York-Bay.jpg"
						}
					}
				]
			}
		]
	}'

Docker Model Runner
How to use alpharomercoma/vqwen-qformer-tiktok-v2 with Docker Model Runner:
```
docker model run hf.co/alpharomercoma/vqwen-qformer-tiktok-v2
```

alpharomercoma commited on 27 days ago

Commit

ac77949

verified ·

1 Parent(s): 8e4373d

Refresh model weights and tokenizer artefacts

Browse files

Files changed (6) hide show

config.json +7 -3
generation_config.json +2 -1
model.safetensors +3 -0
processor_config.json +23 -0
tokenizer.json +2 -2
tokenizer_config.json +6 -223

config.json CHANGED Viewed

@@ -25,6 +25,7 @@
     "model_type": "blip_2_qformer",
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     "num_hidden_layers": 12,
     "position_embedding_type": "absolute",
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@@ -88,16 +89,19 @@
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     "num_key_value_heads": 8,
     "rms_norm_eps": 1e-06,
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     "attention_dropout": 0.0,

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     "vocab_size": 30522
     "num_attention_heads": 32,
     "num_hidden_layers": 36,
     "num_key_value_heads": 8,
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     "rms_norm_eps": 1e-06,
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     "tie_word_embeddings": true,
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   "use_decoder_only_language_model": true,
   "vision_config": {
     "attention_dropout": 0.0,

generation_config.json CHANGED Viewed

@@ -1,6 +1,7 @@
 {
   "eos_token_id": 151645,
   "max_new_tokens": 256,
   "pad_token_id": 151643,
-  "transformers_version": "4.57.6"
 }

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   "pad_token_id": 151643,
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 }

model.safetensors ADDED Viewed

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processor_config.json CHANGED Viewed

@@ -1,4 +1,27 @@
 {
   "num_query_tokens": null,
   "processor_class": "Blip2Processor"
 }

 {
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   "processor_class": "Blip2Processor"
 }

tokenizer.json CHANGED Viewed

@@ -1,3 +1,3 @@
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-size 11422838

 version https://git-lfs.github.com/spec/v1
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+size 11422834

tokenizer_config.json CHANGED Viewed

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