Instructions to use PerceptronAI/Isaac-0.1 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use PerceptronAI/Isaac-0.1 with Transformers:

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

pipe = pipeline("image-text-to-text", model="PerceptronAI/Isaac-0.1", trust_remote_code=True)
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 AutoModelForCausalLM
model = AutoModelForCausalLM.from_pretrained("PerceptronAI/Isaac-0.1", trust_remote_code=True, dtype="auto")

Notebooks
Google Colab
Kaggle
Local Apps

vLLM

How to use PerceptronAI/Isaac-0.1 with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "PerceptronAI/Isaac-0.1"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "PerceptronAI/Isaac-0.1",
		"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/PerceptronAI/Isaac-0.1

SGLang

How to use PerceptronAI/Isaac-0.1 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 "PerceptronAI/Isaac-0.1" \
    --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": "PerceptronAI/Isaac-0.1",
		"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 "PerceptronAI/Isaac-0.1" \
        --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": "PerceptronAI/Isaac-0.1",
		"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 PerceptronAI/Isaac-0.1 with Docker Model Runner:
```
docker model run hf.co/PerceptronAI/Isaac-0.1
```

philperceptron commited on Mar 3

Commit

3eef895

1 Parent(s): a5d5cc4

5.0.0 compatibility, bare Param position embed, sequential removal

Browse files

Files changed (3) hide show

config.json +12 -5
generation_config.json +4 -1
model.safetensors +2 -2

config.json CHANGED Viewed

@@ -1,4 +1,12 @@
 {
   "architectures": [
     "IsaacForConditionalGeneration"
   ],
@@ -53,12 +61,9 @@
   "num_attention_heads": 16,
   "num_hidden_layers": 28,
   "num_key_value_heads": 8,
   "pixel_shuffle_scale": 2,
   "rms_norm_eps": 1e-06,
-  "rope_parameters": {
-    "rope_theta": 1000000,
-    "rope_type": "default"
-  },
   "rope_theta": 1000000,
   "sliding_window": null,
   "text_config": {
@@ -112,6 +117,7 @@
     "num_attention_heads": 16,
     "num_hidden_layers": 28,
     "num_key_value_heads": 8,
     "pixel_shuffle_scale": 2,
     "rms_norm_eps": 1e-06,
     "rope_parameters": {
@@ -119,6 +125,7 @@
       "rope_type": "default"
     },
     "sliding_window": null,
     "use_cache": true,
     "use_sliding_window": false,
     "vision_max_num_patches": 6144,
@@ -137,7 +144,7 @@
     "vocab_size": 151936
   },
   "tie_word_embeddings": false,
-  "transformers_version": "5.0.0.dev0",
   "use_cache": true,
   "use_sliding_window": false,
   "vision_config": {

 {
+  "_rope_parameters": {
+    "rope_theta": 1000000,
+    "rope_type": "default"
+  },
+  "_rope_scaling": {
+    "rope_theta": 1000000,
+    "rope_type": "default"
+  },
   "architectures": [
     "IsaacForConditionalGeneration"
   ],
   "num_attention_heads": 16,
   "num_hidden_layers": 28,
   "num_key_value_heads": 8,
+  "pad_token_id": null,
   "pixel_shuffle_scale": 2,
   "rms_norm_eps": 1e-06,
   "rope_theta": 1000000,
   "sliding_window": null,
   "text_config": {
     "num_attention_heads": 16,
     "num_hidden_layers": 28,
     "num_key_value_heads": 8,
+    "pad_token_id": null,
     "pixel_shuffle_scale": 2,
     "rms_norm_eps": 1e-06,
     "rope_parameters": {
       "rope_type": "default"
     },
     "sliding_window": null,
+    "tie_word_embeddings": false,
     "use_cache": true,
     "use_sliding_window": false,
     "vision_max_num_patches": 6144,
     "vocab_size": 151936
   },
   "tie_word_embeddings": false,
+  "transformers_version": "5.0.0",
   "use_cache": true,
   "use_sliding_window": false,
   "vision_config": {

generation_config.json CHANGED Viewed

@@ -2,5 +2,8 @@
   "_from_model_config": true,
   "bos_token_id": 151643,
   "eos_token_id": 151645,
-  "transformers_version": "5.0.0.dev0"
 }

   "_from_model_config": true,
   "bos_token_id": 151643,
   "eos_token_id": 151645,
+  "output_attentions": false,
+  "output_hidden_states": false,
+  "transformers_version": "5.0.0",
+  "use_cache": true
 }

model.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
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