Instructions to use ytu-ce-cosmos/turkish-gpt2-large-750m-instruct-v0.1 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use ytu-ce-cosmos/turkish-gpt2-large-750m-instruct-v0.1 with Transformers:

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

pipe = pipeline("text-generation", model="ytu-ce-cosmos/turkish-gpt2-large-750m-instruct-v0.1")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# Load model directly
from transformers import AutoTokenizer, AutoModelForMultimodalLM

tokenizer = AutoTokenizer.from_pretrained("ytu-ce-cosmos/turkish-gpt2-large-750m-instruct-v0.1")
model = AutoModelForMultimodalLM.from_pretrained("ytu-ce-cosmos/turkish-gpt2-large-750m-instruct-v0.1")
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=40)
print(tokenizer.decode(outputs[0][inputs["input_ids"].shape[-1]:]))

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use ytu-ce-cosmos/turkish-gpt2-large-750m-instruct-v0.1 with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "ytu-ce-cosmos/turkish-gpt2-large-750m-instruct-v0.1"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "ytu-ce-cosmos/turkish-gpt2-large-750m-instruct-v0.1",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/ytu-ce-cosmos/turkish-gpt2-large-750m-instruct-v0.1

SGLang

How to use ytu-ce-cosmos/turkish-gpt2-large-750m-instruct-v0.1 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 "ytu-ce-cosmos/turkish-gpt2-large-750m-instruct-v0.1" \
    --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": "ytu-ce-cosmos/turkish-gpt2-large-750m-instruct-v0.1",
		"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 "ytu-ce-cosmos/turkish-gpt2-large-750m-instruct-v0.1" \
        --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": "ytu-ce-cosmos/turkish-gpt2-large-750m-instruct-v0.1",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use ytu-ce-cosmos/turkish-gpt2-large-750m-instruct-v0.1 with Docker Model Runner:
```
docker model run hf.co/ytu-ce-cosmos/turkish-gpt2-large-750m-instruct-v0.1
```

Update tokenizer_config.json

#11

by erndgn - opened Mar 26, 2024

base: refs/heads/main

←

from: refs/pr/11

Discussion Files changed

-1

Files changed (1) hide show

tokenizer_config.json +1 -1

tokenizer_config.json CHANGED Viewed

@@ -20,7 +20,7 @@
     }
   },
   "bos_token": "<|endoftext|>",
-  "chat_template": "{% for message in (messages[-4:] if messages|length >= 4 and messages[-4].role == 'user' else messages[-3:] if messages|length > 3 else messages) %}{% if message.role == 'user' %}### Kullanıcı:\n{{ message.content }}\n{% elif message.role == 'assistant' %}### Asistan:\n{{ message.content }}\n{% endif %}{% endfor %}{% if messages[-1]['role'] == 'user' %}### Asistan:\n{% endif %}",
   "clean_up_tokenization_spaces": true,
   "eos_token": "<|stop|>",
   "errors": "replace",

     }
   },
   "bos_token": "<|endoftext|>",
+  "chat_template": "{% set message_count = messages|length %}{% if message_count >= 4 and messages[-4].role == 'user' %}{% set recent_messages = messages[-4:] %}{% elif message_count > 3 %}{% set recent_messages = messages[-3:] %}{% else %}{% set recent_messages = messages %}{% endif %}{% for message in recent_messages %}{% if message.role == 'user' %}### Kullanıcı:\n{{ message.content }}\n{% elif message.role == 'assistant' %}### Asistan:\n{{ message.content }}\n{% endif %}{% endfor %}{% if messages[-1]['role'] == 'user' %}### Asistan:\n{% endif %}",
   "clean_up_tokenization_spaces": true,
   "eos_token": "<|stop|>",
   "errors": "replace",