Instructions to use microsoft/Phi-3-mini-4k-instruct-onnx with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use microsoft/Phi-3-mini-4k-instruct-onnx with Transformers:

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

pipe = pipeline("text-generation", model="microsoft/Phi-3-mini-4k-instruct-onnx", trust_remote_code=True)
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# Load model directly
from transformers import AutoModel
model = AutoModel.from_pretrained("microsoft/Phi-3-mini-4k-instruct-onnx", trust_remote_code=True, dtype="auto")

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use microsoft/Phi-3-mini-4k-instruct-onnx with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "microsoft/Phi-3-mini-4k-instruct-onnx"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "microsoft/Phi-3-mini-4k-instruct-onnx",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/microsoft/Phi-3-mini-4k-instruct-onnx

SGLang

How to use microsoft/Phi-3-mini-4k-instruct-onnx 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 "microsoft/Phi-3-mini-4k-instruct-onnx" \
    --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": "microsoft/Phi-3-mini-4k-instruct-onnx",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

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 "microsoft/Phi-3-mini-4k-instruct-onnx" \
        --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": "microsoft/Phi-3-mini-4k-instruct-onnx",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use microsoft/Phi-3-mini-4k-instruct-onnx with Docker Model Runner:
```
docker model run hf.co/microsoft/Phi-3-mini-4k-instruct-onnx
```

gugarosa commited on Apr 26, 2024

Commit

27c026f

1 Parent(s): b33333f

fix(genai_config): Adds extra EOS token to improve chat outputs.

Browse files

Files changed (5) hide show

cpu_and_mobile/cpu-int4-rtn-block-32-acc-level-4/genai_config.json +1 -0
cpu_and_mobile/cpu-int4-rtn-block-32/genai_config.json +1 -0
cuda/cuda-fp16/genai_config.json +1 -0
cuda/cuda-int4-rtn-block-32/genai_config.json +1 -0
directml/directml-int4-awq-block-128/genai_config.json +1 -0

cpu_and_mobile/cpu-int4-rtn-block-32-acc-level-4/genai_config.json CHANGED Viewed

@@ -28,6 +28,7 @@
         },
         "eos_token_id": [
             32000,
             32007
         ],
         "pad_token_id": 32000,

         },
         "eos_token_id": [
             32000,
+            32001,
             32007
         ],
         "pad_token_id": 32000,

cpu_and_mobile/cpu-int4-rtn-block-32/genai_config.json CHANGED Viewed

@@ -28,6 +28,7 @@
         },
         "eos_token_id": [
             32000,
             32007
         ],
         "pad_token_id": 32000,

         },
         "eos_token_id": [
             32000,
+            32001,
             32007
         ],
         "pad_token_id": 32000,

cuda/cuda-fp16/genai_config.json CHANGED Viewed

@@ -33,6 +33,7 @@
         },
         "eos_token_id": [
             32000,
             32007
         ],
         "pad_token_id": 32000,

         },
         "eos_token_id": [
             32000,
+            32001,
             32007
         ],
         "pad_token_id": 32000,

cuda/cuda-int4-rtn-block-32/genai_config.json CHANGED Viewed

@@ -33,6 +33,7 @@
         },
         "eos_token_id": [
             32000,
             32007
         ],
         "pad_token_id": 32000,

         },
         "eos_token_id": [
             32000,
+            32001,
             32007
         ],
         "pad_token_id": 32000,

directml/directml-int4-awq-block-128/genai_config.json CHANGED Viewed

@@ -31,6 +31,7 @@
         },
         "eos_token_id": [
             32000,
             32007
         ],
         "pad_token_id": 32000,

         },
         "eos_token_id": [
             32000,
+            32001,
             32007
         ],
         "pad_token_id": 32000,