Instructions to use trl-internal-testing/tiny-PaliGemmaForConditionalGeneration with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use trl-internal-testing/tiny-PaliGemmaForConditionalGeneration with Transformers:

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

pipe = pipeline("image-text-to-text", model="trl-internal-testing/tiny-PaliGemmaForConditionalGeneration")

# Load model directly
from transformers import AutoProcessor, AutoModelForImageTextToText

processor = AutoProcessor.from_pretrained("trl-internal-testing/tiny-PaliGemmaForConditionalGeneration")
model = AutoModelForImageTextToText.from_pretrained("trl-internal-testing/tiny-PaliGemmaForConditionalGeneration")

Notebooks
Google Colab
Kaggle
Local Apps

vLLM

How to use trl-internal-testing/tiny-PaliGemmaForConditionalGeneration with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "trl-internal-testing/tiny-PaliGemmaForConditionalGeneration"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "trl-internal-testing/tiny-PaliGemmaForConditionalGeneration",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Use Docker

docker model run hf.co/trl-internal-testing/tiny-PaliGemmaForConditionalGeneration

SGLang

How to use trl-internal-testing/tiny-PaliGemmaForConditionalGeneration 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 "trl-internal-testing/tiny-PaliGemmaForConditionalGeneration" \
    --host 0.0.0.0 \
    --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "trl-internal-testing/tiny-PaliGemmaForConditionalGeneration",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

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 "trl-internal-testing/tiny-PaliGemmaForConditionalGeneration" \
        --host 0.0.0.0 \
        --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "trl-internal-testing/tiny-PaliGemmaForConditionalGeneration",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Docker Model Runner
How to use trl-internal-testing/tiny-PaliGemmaForConditionalGeneration with Docker Model Runner:
```
docker model run hf.co/trl-internal-testing/tiny-PaliGemmaForConditionalGeneration
```

qgallouedec HF Staff commited on Dec 9, 2025

Commit

f69c7f9

verified ·

1 Parent(s): 96cf10d

Upload PaliGemmaForConditionalGeneration

Browse files

Files changed (3) hide show

config.json +2 -1
generation_config.json +1 -1
model.safetensors +1 -1

config.json CHANGED Viewed

@@ -17,6 +17,7 @@
     "dtype": "float32",
     "head_dim": 256,
     "hidden_act": "gelu_pytorch_tanh",
     "hidden_size": 16,
     "initializer_range": 0.02,
     "intermediate_size": 16384,
@@ -32,7 +33,7 @@
     "use_cache": true,
     "vocab_size": 257216
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-  "transformers_version": "4.57.0.dev0",
   "vision_config": {
     "attention_dropout": 0.0,
     "embed_dim": 64,

     "dtype": "float32",
     "head_dim": 256,
     "hidden_act": "gelu_pytorch_tanh",
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     "hidden_size": 16,
     "initializer_range": 0.02,
     "intermediate_size": 16384,
     "use_cache": true,
     "vocab_size": 257216
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+  "transformers_version": "4.57.3",
   "vision_config": {
     "attention_dropout": 0.0,
     "embed_dim": 64,

generation_config.json CHANGED Viewed

@@ -3,5 +3,5 @@
   "bos_token_id": 2,
   "eos_token_id": 1,
   "pad_token_id": 0,
-  "transformers_version": "4.57.0.dev0"
 }

   "bos_token_id": 2,
   "eos_token_id": 1,
   "pad_token_id": 0,
+  "transformers_version": "4.57.3"
 }

model.safetensors CHANGED Viewed

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