Instructions to use transformersbook/codeparrot-small with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use transformersbook/codeparrot-small with Transformers:

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

pipe = pipeline("text-generation", model="transformersbook/codeparrot-small")

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("transformersbook/codeparrot-small")
model = AutoModelForCausalLM.from_pretrained("transformersbook/codeparrot-small")

Notebooks
Google Colab
Kaggle
Local Apps

vLLM

How to use transformersbook/codeparrot-small with vLLM:

Install from pip and serve model

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

Use Docker

docker model run hf.co/transformersbook/codeparrot-small

SGLang

How to use transformersbook/codeparrot-small 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 "transformersbook/codeparrot-small" \
    --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": "transformersbook/codeparrot-small",
		"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 "transformersbook/codeparrot-small" \
        --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": "transformersbook/codeparrot-small",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Docker Model Runner
How to use transformersbook/codeparrot-small with Docker Model Runner:
```
docker model run hf.co/transformersbook/codeparrot-small
```

lvwerra HF Staff commited on Aug 31, 2021

Commit

08f3a18

1 Parent(s): feefd63

final model

Browse files

Files changed (6) hide show

log/debug_0.log +2 -2
runs/Aug30_13-13-56_leandro-16x-a100-v3/events.out.tfevents.1630329236.leandro-16x-a100-v3.9739.0 +2 -2
wandb/run-20210830_131354-2654p8r7/files/output.log +2 -2
wandb/run-20210830_131354-2654p8r7/files/wandb-summary.json +1 -1
wandb/run-20210830_131354-2654p8r7/logs/debug-internal.log +2 -2
wandb/run-20210830_131354-2654p8r7/run-2654p8r7.wandb +2 -2

log/debug_0.log CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:a79eb1027045c0d9c89393cc117b8e5800ea542ca8eff3567e4d7409436c0905
-size 23048419

 version https://git-lfs.github.com/spec/v1
+oid sha256:628a201465fe66403ddd3a5b52c202d0ad074eeaae3c119f54778441c0c5bc63
+size 23048622

runs/Aug30_13-13-56_leandro-16x-a100-v3/events.out.tfevents.1630329236.leandro-16x-a100-v3.9739.0 CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:0cb88543348ffa056f3c7730c4d87776f8a0a01dd2164a604a9c7a6f4056f387
-size 27534988

 version https://git-lfs.github.com/spec/v1
+oid sha256:a2683a6099faae732d97c62643c0a00ac8d6a3ab523520e2dd49c5a0d3e52c97
+size 27535087

wandb/run-20210830_131354-2654p8r7/files/output.log CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:13528e05062782b213282145ef21c0a79409b153845a066324290f5e994054e7
-size 23097946

 version https://git-lfs.github.com/spec/v1
+oid sha256:6d0e115618e45341b3a741c48f719a1a8b83c8b0e3939493d7922d1fdecda6e1
+size 23106120

wandb/run-20210830_131354-2654p8r7/files/wandb-summary.json CHANGED Viewed

	@@ -1 +1 @@
1	- {"lr": 5.63230573291662e-14, "samples": 28800000, "steps": 149999, "loss/train": 0.5880433917045593, "_runtime": ~~98273~~, "_timestamp": ~~1630427507~~, "_step": ~~150009~~, "loss/eval": 0.9517361521720886, "perplexity": 2.590202808380127}


1	+ {"lr": 5.63230573291662e-14, "samples": 28800000, "steps": 149999, "loss/train": 0.5880433917045593, "_runtime": 98857, "_timestamp": 1630428091, "_step": 150010, "loss/eval": 0.9517361521720886, "perplexity": 2.590202808380127}

wandb/run-20210830_131354-2654p8r7/logs/debug-internal.log CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:502abcbf89ce3730893e103ba9a86fbb106088519ef537342da27a79c2fb4fe7
-size 70252161

 version https://git-lfs.github.com/spec/v1
+oid sha256:0828ab2e50178fc103bc5b7abcbe2a9e97ea499e1052fff2e6057fe8aa1004d9
+size 70263568

wandb/run-20210830_131354-2654p8r7/run-2654p8r7.wandb CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:14131ed0fdff93f4f2b3c44fa6330c1ec0a2ddf0258270c2a552fa3c2ed161c6
-size 58342910

 version https://git-lfs.github.com/spec/v1
+oid sha256:5a4632bf679f82366a00cc881559640e9aaa632a4173f582bffccac89c901e80
+size 58390387