Instructions to use nuprl/MultiPL-T-StarCoderBase_15b with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use nuprl/MultiPL-T-StarCoderBase_15b with Transformers:

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

pipe = pipeline("text-generation", model="nuprl/MultiPL-T-StarCoderBase_15b")

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("nuprl/MultiPL-T-StarCoderBase_15b")
model = AutoModelForCausalLM.from_pretrained("nuprl/MultiPL-T-StarCoderBase_15b")

Notebooks
Google Colab
Kaggle
Local Apps

vLLM

How to use nuprl/MultiPL-T-StarCoderBase_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-StarCoderBase_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-StarCoderBase_15b",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Use Docker

docker model run hf.co/nuprl/MultiPL-T-StarCoderBase_15b

SGLang

How to use nuprl/MultiPL-T-StarCoderBase_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-StarCoderBase_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-StarCoderBase_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-StarCoderBase_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-StarCoderBase_15b",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Docker Model Runner
How to use nuprl/MultiPL-T-StarCoderBase_15b with Docker Model Runner:
```
docker model run hf.co/nuprl/MultiPL-T-StarCoderBase_15b
```

arjunguha commited on Mar 31, 2024

Commit

d271f61

verified ·

1 Parent(s): 64ea242

StarCoder_15b_r_v2_checkpoint_700

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/starcoder15b-r-v2/output/checkpoint-600",
   "activation_function": "gelu",
   "architectures": [
     "GPTBigCodeForCausalLM"

 {
+  "_name_or_path": "/scratch/a.guha/MutiPL-T/starcoder15b-r-v2/output/checkpoint-700",
   "activation_function": "gelu",
   "architectures": [
     "GPTBigCodeForCausalLM"

model-00001-of-00007.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:ae622618c7d928768e0f5909fa0b5d961b29809d31ce573365d8af622a0348da
 size 4952185256

 version https://git-lfs.github.com/spec/v1
+oid sha256:a2580bd0191b29fbfc28159628adc406bd4784842fab044613a2b25b2f6aca4c
 size 4952185256

model-00002-of-00007.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:ba6354ad0013793449cb212c701e80f8596a4ea44f043809ce12d3fff8eddefb
 size 4930227792

 version https://git-lfs.github.com/spec/v1
+oid sha256:a072b3371dedd6fe9fbece7c736b2bbdddfb175d61474c0cfbf6d89635941260
 size 4930227792

model-00003-of-00007.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:27c4f8ec67051b94ea8e39c063a01b7cf72622a133f6f6b832a64913e22babae
 size 4927118464

 version https://git-lfs.github.com/spec/v1
+oid sha256:f818afcf1c740438cf40993c3b92d33d18e4774752be7dfcf0cc2b3bbc92c9c6
 size 4927118464

model-00004-of-00007.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:ac80c0628945dae3a6cd55ca5afaa0aa56d42bb889f1d3d73e471a360c82e713
 size 4930227864

 version https://git-lfs.github.com/spec/v1
+oid sha256:1bd31d233384bad7ded2145d280219c617e5895e35488919a70698c4876d803b
 size 4930227864

model-00005-of-00007.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:4ee71cd59234da0b3609afad4f8f24872932d0831998e8e328acf649f55d312a
 size 4927118464

 version https://git-lfs.github.com/spec/v1
+oid sha256:1e15fc22d3c91ed286401fa9ad2a9cd231b04a3c827ed62cc6a0e209a4dce199
 size 4927118464

model-00006-of-00007.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:6aee8670717ff3618b596fa20e2fbcc1655adf5ab6d3fe52dc2c5f2a00139635
 size 4930227864

 version https://git-lfs.github.com/spec/v1
+oid sha256:3da84bc0e826b9984256d35c9223f1d0e6e7cfe3b828f5008c1fd05c7af171e3
 size 4930227864

model-00007-of-00007.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:1635095ec5401d9cb8dd73338ad76eadf3fae9bd99b5e3dd0e7b0d597853e02e
 size 1437858576

 version https://git-lfs.github.com/spec/v1
+oid sha256:dc68d57e1f89bf70caab4249f836f7ff338f626da7faf7cc032c7fc789cde7e9
 size 1437858576