Instructions to use xhyi/CodeGen-2B-Multi with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use xhyi/CodeGen-2B-Multi with Transformers:

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

pipe = pipeline("text-generation", model="xhyi/CodeGen-2B-Multi", trust_remote_code=True)

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("xhyi/CodeGen-2B-Multi", trust_remote_code=True)
model = AutoModelForCausalLM.from_pretrained("xhyi/CodeGen-2B-Multi", trust_remote_code=True)

Notebooks
Google Colab
Kaggle
Local Apps

vLLM

How to use xhyi/CodeGen-2B-Multi with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "xhyi/CodeGen-2B-Multi"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "xhyi/CodeGen-2B-Multi",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Use Docker

docker model run hf.co/xhyi/CodeGen-2B-Multi

SGLang

How to use xhyi/CodeGen-2B-Multi 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 "xhyi/CodeGen-2B-Multi" \
    --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": "xhyi/CodeGen-2B-Multi",
		"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 "xhyi/CodeGen-2B-Multi" \
        --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": "xhyi/CodeGen-2B-Multi",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Docker Model Runner
How to use xhyi/CodeGen-2B-Multi with Docker Model Runner:
```
docker model run hf.co/xhyi/CodeGen-2B-Multi
```

xhyi commited on May 17, 2022

Commit

eb1ad5b

1 Parent(s): 52a2a89

add tokenizer

Browse files

Files changed (5) hide show

added_tokens.json +1 -0
merges.txt +0 -0
special_tokens_map.json +1 -0
tokenizer_config.json +1 -0
vocab.json +0 -0

added_tokens.json ADDED Viewed

	@@ -0,0 +1 @@

+ {" ": 50257, " ": 50258, " ": 50259, " ": 50260, " ": 50261, " ": 50262, " ": 50263, " ": 50264, " ": 50265, " ": 50266, " ": 50267, " ": 50268, " ": 50269, " ": 50270, " ": 50271, " ": 50272, " ": 50273, " ": 50274, " ": 50275, " ": 50276, " ": 50277, " ": 50278, " ": 50279, " ": 50280, " ": 50281, " ": 50282, " ": 50283, " ": 50284, " ": 50285, " ": 50286, "\t\t\t\t\t\t\t\t\t": 50287, "\t\t\t\t\t\t\t\t": 50288, "\t\t\t\t\t\t\t": 50289, "\t\t\t\t\t\t": 50290, "\t\t\t\t\t": 50291, "\t\t\t\t": 50292, "\t\t\t": 50293, "\t\t": 50294, "50256": 50295}

merges.txt ADDED Viewed

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special_tokens_map.json ADDED Viewed

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1	+ {"bos_token": "<\|endoftext\|>", "eos_token": "<\|endoftext\|>", "unk_token": "<\|endoftext\|>", "pad_token": 50256}

tokenizer_config.json ADDED Viewed

	@@ -0,0 +1 @@

+ {"errors": "replace", "unk_token": {"content": "<|endoftext|>", "single_word": false, "lstrip": false, "rstrip": false, "normalized": true, "__type": "AddedToken"}, "bos_token": {"content": "<|endoftext|>", "single_word": false, "lstrip": false, "rstrip": false, "normalized": true, "__type": "AddedToken"}, "eos_token": {"content": "<|endoftext|>", "single_word": false, "lstrip": false, "rstrip": false, "normalized": true, "__type": "AddedToken"}, "add_prefix_space": false, "model_max_length": 1024, "special_tokens_map_file": null, "name_or_path": "PT_SFCodeGen_2B", "trust_remote_code": true, "tokenizer_class": "GPT2Tokenizer"}

vocab.json ADDED Viewed

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