Instructions to use agentica-org/DeepScaleR-1.5B-Preview with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use agentica-org/DeepScaleR-1.5B-Preview with Transformers:

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

pipe = pipeline("text-generation", model="agentica-org/DeepScaleR-1.5B-Preview")

# Load model directly
from transformers import AutoTokenizer, AutoModelForMultimodalLM

tokenizer = AutoTokenizer.from_pretrained("agentica-org/DeepScaleR-1.5B-Preview")
model = AutoModelForMultimodalLM.from_pretrained("agentica-org/DeepScaleR-1.5B-Preview")

Inference
Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use agentica-org/DeepScaleR-1.5B-Preview with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "agentica-org/DeepScaleR-1.5B-Preview"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "agentica-org/DeepScaleR-1.5B-Preview",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Use Docker

docker model run hf.co/agentica-org/DeepScaleR-1.5B-Preview

SGLang

How to use agentica-org/DeepScaleR-1.5B-Preview 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 "agentica-org/DeepScaleR-1.5B-Preview" \
    --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": "agentica-org/DeepScaleR-1.5B-Preview",
		"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 "agentica-org/DeepScaleR-1.5B-Preview" \
        --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": "agentica-org/DeepScaleR-1.5B-Preview",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Docker Model Runner
How to use agentica-org/DeepScaleR-1.5B-Preview with Docker Model Runner:
```
docker model run hf.co/agentica-org/DeepScaleR-1.5B-Preview
```

michaelzhiluo commited on Feb 10, 2025

Commit

9cf3f59

1 Parent(s): 5787118

Add files

Browse files

Files changed (8) hide show

config.json +3 -0
generation_config.json +3 -0
model-00001-of-00002.safetensors +3 -0
model-00002-of-00002.safetensors +3 -0
model.safetensors.index.json +3 -0
special_tokens_map.json +3 -0
tokenizer.json +3 -0
tokenizer_config.json +3 -0

config.json ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:9a7e68bc101a6aef92830f24debd0cbcb3b0a2afa69ae67cf8155328c70d691b
+size 787

generation_config.json ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:8885016cae80b4ceae316ab78ef62825b302a985b7f364270d47135b3b48e5ea
+size 181

model-00001-of-00002.safetensors ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:a617bdea5816380f45a97ecd6b73bfd72a51162e15696aa5b3e10752600cf441
+size 4996670464

model-00002-of-00002.safetensors ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:a3f767a6617e3d13cbd77086ab5ac43c3ab167b5b7f4516a847d5a6f6ecbe4d8
+size 2111719976

model.safetensors.index.json ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:182b576f521e239d797460755941a1e4c8ffb838a83b0a6aa7dc449f942498df
+size 27751

special_tokens_map.json ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:59cda48bbe8bab9d61ffb410e6e3c07b6d98bff73cee7c88ff8b51f95f21ab1c
+size 485

tokenizer.json ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:e20ddafc659ba90242154b55275402edeca0715e5dbb30f56815a4ce081f4893
+size 11422778

tokenizer_config.json ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:b869a935677e8f9dc3896cb69982de89843c1bbff27194eb83542c0e3f82babc
+size 6754