Instructions to use HuggingFaceM4/tiny-random-idefics with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use HuggingFaceM4/tiny-random-idefics with Transformers:

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

pipe = pipeline("image-text-to-text", model="HuggingFaceM4/tiny-random-idefics")

# Load model directly
from transformers import AutoProcessor, AutoModelForImageTextToText

processor = AutoProcessor.from_pretrained("HuggingFaceM4/tiny-random-idefics")
model = AutoModelForImageTextToText.from_pretrained("HuggingFaceM4/tiny-random-idefics")

Notebooks
Google Colab
Kaggle
Local Apps

vLLM

How to use HuggingFaceM4/tiny-random-idefics with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "HuggingFaceM4/tiny-random-idefics"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "HuggingFaceM4/tiny-random-idefics",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Use Docker

docker model run hf.co/HuggingFaceM4/tiny-random-idefics

SGLang

How to use HuggingFaceM4/tiny-random-idefics 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 "HuggingFaceM4/tiny-random-idefics" \
    --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": "HuggingFaceM4/tiny-random-idefics",
		"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 "HuggingFaceM4/tiny-random-idefics" \
        --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": "HuggingFaceM4/tiny-random-idefics",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Docker Model Runner
How to use HuggingFaceM4/tiny-random-idefics with Docker Model Runner:
```
docker model run hf.co/HuggingFaceM4/tiny-random-idefics
```

Leyo commited on Oct 12, 2023

Commit

cb18d77

1 Parent(s): 99f3a09

Upload tokenizer

Browse files

Files changed (3) hide show

special_tokens_map.json +2 -14
tokenizer.json +1 -1
tokenizer_config.json +2 -4

special_tokens_map.json CHANGED Viewed

@@ -1,19 +1,7 @@
 {
   "additional_special_tokens": [
-    {
-      "content": "<fake_token_around_image>",
-      "lstrip": false,
-      "normalized": false,
-      "rstrip": false,
-      "single_word": false
-    },
-    {
-      "content": "<image>",
-      "lstrip": false,
-      "normalized": false,
-      "rstrip": false,
-      "single_word": false
-    }
   ],
   "bos_token": {
     "content": "<s>",

 {
   "additional_special_tokens": [
+    "<image>",
+    "<fake_token_around_image>"
   ],
   "bos_token": {
     "content": "<s>",

tokenizer.json CHANGED Viewed

@@ -31506,7 +31506,7 @@
       "अ": 31350,
       "╔": 31351,
       "无": 31352,
-      " ": 31353,
       "은": 31354,
       "ʷ": 31355,
       "那": 31356,

       "अ": 31350,
       "╔": 31351,
       "无": 31352,
       " ": 31353,
       "은": 31354,
       "ʷ": 31355,
       "那": 31356,

tokenizer_config.json CHANGED Viewed

@@ -1,6 +1,4 @@
 {
-  "add_bos_token": true,
-  "add_eos_token": false,
   "added_tokens_decoder": {
     "0": {
       "content": "<unk>",
@@ -44,8 +42,8 @@
     }
   },
   "additional_special_tokens": [
-    "<fake_token_around_image>",
-    "<image>"
   ],
   "bos_token": "<s>",
   "clean_up_tokenization_spaces": false,

 {
   "added_tokens_decoder": {
     "0": {
       "content": "<unk>",
     }
   },
   "additional_special_tokens": [
+    "<image>",
+    "<fake_token_around_image>"
   ],
   "bos_token": "<s>",
   "clean_up_tokenization_spaces": false,