Instructions to use nuprl/MultiPL-T-StarCoder2_15B with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use nuprl/MultiPL-T-StarCoder2_15B with Transformers:

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

pipe = pipeline("text-generation", model="nuprl/MultiPL-T-StarCoder2_15B")

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("nuprl/MultiPL-T-StarCoder2_15B")
model = AutoModelForCausalLM.from_pretrained("nuprl/MultiPL-T-StarCoder2_15B")

Notebooks
Google Colab
Kaggle
Local Apps

vLLM

How to use nuprl/MultiPL-T-StarCoder2_15B with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "nuprl/MultiPL-T-StarCoder2_15B"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "nuprl/MultiPL-T-StarCoder2_15B",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Use Docker

docker model run hf.co/nuprl/MultiPL-T-StarCoder2_15B

SGLang

How to use nuprl/MultiPL-T-StarCoder2_15B 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 "nuprl/MultiPL-T-StarCoder2_15B" \
    --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": "nuprl/MultiPL-T-StarCoder2_15B",
		"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 "nuprl/MultiPL-T-StarCoder2_15B" \
        --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": "nuprl/MultiPL-T-StarCoder2_15B",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Docker Model Runner
How to use nuprl/MultiPL-T-StarCoder2_15B with Docker Model Runner:
```
docker model run hf.co/nuprl/MultiPL-T-StarCoder2_15B
```

arjunguha commited on Mar 26, 2024

Commit

6664d37

verified ·

1 Parent(s): 77b1bc3

StarCoder2_15b_ml_checkpoint_857

Browse files

Files changed (8) hide show

config.json +1 -1
model-00001-of-00007.safetensors +1 -1
model-00002-of-00007.safetensors +1 -1
model-00003-of-00007.safetensors +1 -1
model-00004-of-00007.safetensors +1 -1
model-00005-of-00007.safetensors +1 -1
model-00006-of-00007.safetensors +1 -1
model-00007-of-00007.safetensors +1 -1

config.json CHANGED Viewed

@@ -1,5 +1,5 @@
 {
-  "_name_or_path": "/scratch/a.guha/MutiPL-T/multiplt_ocaml-starcoder2_15b/output/checkpoint-762",
   "architectures": [
     "Starcoder2ForCausalLM"
   ],

 {
+  "_name_or_path": "/scratch/a.guha/MutiPL-T/multiplt_ocaml-starcoder2_15b/output/checkpoint-857",
   "architectures": [
     "Starcoder2ForCausalLM"
   ],

model-00001-of-00007.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:d249675d1bda43ea11745358680579aa85a26fe7f171c4e7a795a2367ffa2433
 size 4908107736

 version https://git-lfs.github.com/spec/v1
+oid sha256:b3aaa1895e636da35326623a6aa788cbac6b62c2a0d4e5579eec1fdc9d852800
 size 4908107736

model-00002-of-00007.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:1216984c268bd9f562edda0669581a6b2e89079c4c44ec6740d57237f11b7011
 size 4996327240

 version https://git-lfs.github.com/spec/v1
+oid sha256:3a7a6722eab43baf14dc55c03078734561a8acf3b6813670f431390bd728f781
 size 4996327240

model-00003-of-00007.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:77a97dec4b6bfc0c1ad68a1170552d9739355c56a70c7ad1202ee50306f07f00
 size 4983729152

 version https://git-lfs.github.com/spec/v1
+oid sha256:a1b02d30deb604c757f020195d38b4ace0b79b1d1904fef0aa13332b2a460c45
 size 4983729152

model-00004-of-00007.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:6197b9d9ed2b521eb538eab1048030681dad5ad1671cd20872f800c0c164c09a
 size 4996327312

 version https://git-lfs.github.com/spec/v1
+oid sha256:2880c2572077f803f2625bb304babb60761d647973a445bc1246e26e80b899ad
 size 4996327312

model-00005-of-00007.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:2c9c807e907c6d988822954a15e37141bd80989b96b05de94d5e244213f0651a
 size 4983729152

 version https://git-lfs.github.com/spec/v1
+oid sha256:b2bba86578d2bc5f8698087f1b4fff3af046f68ed882d57ce19d84c0c5179049
 size 4983729152

model-00006-of-00007.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:acb4d644662cfea08ed7289c001f9e0b658d1c903242df9e6810b13dc116259e
 size 4996327312

 version https://git-lfs.github.com/spec/v1
+oid sha256:23318518f4240face2a6cf3963c03ba7f0f7096f1b04d7795f810418dc2c0601
 size 4996327312

model-00007-of-00007.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:1f13f66c2e3441e80a78e9fea1e4c7fa1cf91927e54601706896a58b37fcd8ab
 size 2051302552

 version https://git-lfs.github.com/spec/v1
+oid sha256:af9886f523a5eaaee48f99683010a290e3e5e276ef76ad7d9f36fce0225ec4d8
 size 2051302552