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
```

cassanof commited on Oct 23, 2023

Commit

e42d29c

1 Parent(s): eee3c5e

model_starcoder15b_multiplt_jl-epoch2

Browse files

Files changed (5) hide show

config.json +1 -1
pytorch_model-00001-of-00004.bin +1 -1
pytorch_model-00002-of-00004.bin +1 -1
pytorch_model-00003-of-00004.bin +1 -1
pytorch_model-00004-of-00004.bin +1 -1

config.json CHANGED Viewed

@@ -1,5 +1,5 @@
 {
-  "_name_or_path": "model_starcoder15b_multiplt_jl/checkpoint-85",
   "activation_function": "gelu",
   "architectures": [
     "GPTBigCodeForCausalLM"

 {
+  "_name_or_path": "model_starcoder15b_multiplt_jl/checkpoint-170",
   "activation_function": "gelu",
   "architectures": [
     "GPTBigCodeForCausalLM"

pytorch_model-00001-of-00004.bin CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:efedf2bf455a4fac954a4cdeab073d23f4a888d3f158fa01395a7b2cccb3c610
 size 9957983029

 version https://git-lfs.github.com/spec/v1
+oid sha256:50a6b3fc1749fcf58ae5f7a8bb4891db1601610f84a759f9b4d5c8a002772065
 size 9957983029

pytorch_model-00002-of-00004.bin CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:918140915c5fe3fb3794e8a8cd129a31c33398e07072cc8becadc999e37fbb6c
 size 9857381671

 version https://git-lfs.github.com/spec/v1
+oid sha256:5cb07c139978964f7e7eb746c464a3b9fcadda39448882a72e8b9d1eb217b544
 size 9857381671

pytorch_model-00003-of-00004.bin CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:a6b85e7ef47d583f90d086299b344b4af0ff2ea5b0ac21db3fc06cc5eb55a98d
 size 9857381671

 version https://git-lfs.github.com/spec/v1
+oid sha256:02529afe55132e020420496267b86557b06b410bf2d54137ab8d6de9b06729c7
 size 9857381671

pytorch_model-00004-of-00004.bin CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:cf2b16d4fdfde4a8e0358630d3cd4886153b4d3430d78876250506b92bafcdf5
 size 1362327955

 version https://git-lfs.github.com/spec/v1
+oid sha256:7baa6f2252fa9d7f0b31ce447f8648593066edcdf52f982402fa4d2b55291057
 size 1362327955