Instructions to use rhysjones/phi-2-orange-v2 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use rhysjones/phi-2-orange-v2 with Transformers:

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

pipe = pipeline("text-generation", model="rhysjones/phi-2-orange-v2")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# pip install -U transformers accelerate
# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("rhysjones/phi-2-orange-v2")
model = AutoModelForCausalLM.from_pretrained("rhysjones/phi-2-orange-v2", device_map="auto")
messages = [
    {"role": "user", "content": "Who are you?"},
]
inputs = tokenizer.apply_chat_template(
	messages,
	add_generation_prompt=True,
	tokenize=True,
	return_dict=True,
	return_tensors="pt",
).to(model.device)

outputs = model.generate(**inputs, max_new_tokens=256)
print(tokenizer.decode(outputs[0][inputs["input_ids"].shape[-1]:]))

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use rhysjones/phi-2-orange-v2 with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "rhysjones/phi-2-orange-v2"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "rhysjones/phi-2-orange-v2",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/rhysjones/phi-2-orange-v2

SGLang

How to use rhysjones/phi-2-orange-v2 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 "rhysjones/phi-2-orange-v2" \
    --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": "rhysjones/phi-2-orange-v2",
		"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 "rhysjones/phi-2-orange-v2" \
        --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": "rhysjones/phi-2-orange-v2",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use rhysjones/phi-2-orange-v2 with Docker Model Runner:
```
docker model run hf.co/rhysjones/phi-2-orange-v2
```

rhysjones commited on Mar 8, 2024

Commit

5292ab9

verified ·

1 Parent(s): 2619e5e

Added evaluations

Browse files

Files changed (1) hide show

README.md +14 -3

README.md CHANGED Viewed

@@ -149,13 +149,14 @@ Why is the sky blue?<|im_end|>
 ```
-# [Open LLM Leaderboard Evaluation Results](https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard)
-Detailed results can be found [here](https://huggingface.co/datasets/open-llm-leaderboard/details_rhysjones__phi-2-orange-v2)
 |             Metric              |Value|
 |---------------------------------|----:|
-|Avg.                             |63.67|
 |AI2 Reasoning Challenge (25-Shot)|61.86|
 |HellaSwag (10-Shot)              |76.32|
 |MMLU (5-Shot)                    |55.72|
@@ -163,3 +164,13 @@ Detailed results can be found [here](https://huggingface.co/datasets/open-llm-le
 |Winogrande (5-shot)              |75.69|
 |GSM8k (5-shot)                   |57.62|

 ```
+# Evaluations
+[Open LLM Leaderboard Evaluation Results](https://huggingface.co/spaces/HuggingFaceH4/open_llm_leaderboard)
+Detailed results can be found [here](https://huggingface.co/datasets/open-llm-leaderboard/details_rhysjones__phi-2-orange-v2)
 |             Metric              |Value|
 |---------------------------------|----:|
+|Average                          |63.67|
 |AI2 Reasoning Challenge (25-Shot)|61.86|
 |HellaSwag (10-Shot)              |76.32|
 |MMLU (5-Shot)                    |55.72|
 |Winogrande (5-shot)              |75.69|
 |GSM8k (5-shot)                   |57.62|
+[YALL - Yet Another LLM Leaderboard](https://huggingface.co/spaces/mlabonne/Yet_Another_LLM_Leaderboard)
+Evaluation from	[mlabonne](https://huggingface.co/mlabonne)'s alternative LLM leaderboard:
+|             Metric              |Value|
+|---------------------------------|----:|
+|Average                          |49.64|
+|AGIEval                          |34.55|
+|GPT4All                          |70.96|
+|TruthfulQA                       |54.87|
+|Bigbench                         |38.17|