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

d7895c0

verified ·

1 Parent(s): 49f1c2f

StarCoder_15b_r_v2_checkpoint_500

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-400",
   "activation_function": "gelu",
   "architectures": [
     "GPTBigCodeForCausalLM"

 {
+  "_name_or_path": "/scratch/a.guha/MutiPL-T/starcoder15b-r-v2/output/checkpoint-500",
   "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:fab1b26eb03b5df71a8a39c350ce166832f5aea2b9f9d51c7b5f1fde7f596f03
 size 4952185256

 version https://git-lfs.github.com/spec/v1
+oid sha256:ca05ea0318881afcb13f06ab3d4f496a5ed922f5c9bd8f986c79d0f72ef2d57a
 size 4952185256

model-00002-of-00007.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:40f7c4b0f50e3c76db042e3b0410f7bde65a6ad4ca18323c8f57b8aa48b62254
 size 4930227792

 version https://git-lfs.github.com/spec/v1
+oid sha256:9231e54407692d9555c4521abb0cc5fed8c94e831cf5ba2134c1a00006420358
 size 4930227792

model-00003-of-00007.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:f4a1088d97fc717031509002544713a04e54c9a0aee59e5ec8c2b68f304af19d
 size 4927118464

 version https://git-lfs.github.com/spec/v1
+oid sha256:6f9dd1f31667da93a7e3638bb9280bd87afb6f741138716371ca7194bd317a97
 size 4927118464

model-00004-of-00007.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:3c87991aec393a7d4fae8a5a56012f02afab629b150640c5a6090868cf013ca7
 size 4930227864

 version https://git-lfs.github.com/spec/v1
+oid sha256:18e8364c1f4988dbcec0da8105f3ae5b63d0113c4cd35699db7fe5248cd85760
 size 4930227864

model-00005-of-00007.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:513c8c193564d4d393feee102e421173ea6fefeacef3d4de4550e73ac0283c25
 size 4927118464

 version https://git-lfs.github.com/spec/v1
+oid sha256:00b9fdea47d891185c3f1497e13dd4b8fedaa3bedddd095ac17d57c915721cf1
 size 4927118464

model-00006-of-00007.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:78054c3b0c6faba34690a95bd9b5497527df8de93d494183e07463283a458e8d
 size 4930227864

 version https://git-lfs.github.com/spec/v1
+oid sha256:3c696c1f7819e9b1708269c2085695b6331af4222102f30edc658636ef02d8ca
 size 4930227864

model-00007-of-00007.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:0d49aad424ccf0bbf6e053e3e03a5f58babf1eeac1f076139de895031fb2b1cf
 size 1437858576

 version https://git-lfs.github.com/spec/v1
+oid sha256:a0cb782eea92f02ea4d2e18d582fcb54bd55889a8c7ab7c3645ca82957e66afd
 size 1437858576