Instructions to use ablam/distilgpt2_fine_tuned_gcode with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use ablam/distilgpt2_fine_tuned_gcode with Transformers:

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

pipe = pipeline("text-generation", model="ablam/distilgpt2_fine_tuned_gcode")

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("ablam/distilgpt2_fine_tuned_gcode")
model = AutoModelForCausalLM.from_pretrained("ablam/distilgpt2_fine_tuned_gcode")

Notebooks
Google Colab
Kaggle
Local Apps

vLLM

How to use ablam/distilgpt2_fine_tuned_gcode with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "ablam/distilgpt2_fine_tuned_gcode"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "ablam/distilgpt2_fine_tuned_gcode",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Use Docker

docker model run hf.co/ablam/distilgpt2_fine_tuned_gcode

SGLang

How to use ablam/distilgpt2_fine_tuned_gcode 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 "ablam/distilgpt2_fine_tuned_gcode" \
    --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": "ablam/distilgpt2_fine_tuned_gcode",
		"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 "ablam/distilgpt2_fine_tuned_gcode" \
        --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": "ablam/distilgpt2_fine_tuned_gcode",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Docker Model Runner
How to use ablam/distilgpt2_fine_tuned_gcode with Docker Model Runner:
```
docker model run hf.co/ablam/distilgpt2_fine_tuned_gcode
```

ablam commited on May 11, 2022

Commit

70eed40

1 Parent(s): 74c9c7c

Training in progress, step 500

Browse files

Files changed (5) hide show

pytorch_model.bin +1 -1
runs/May11_11-40-29_hal15/events.out.tfevents.1652287301.hal15.85472.0 +2 -2
runs/May11_12-52-36_hal10/1652291630.9761736/events.out.tfevents.1652291630.hal10.206489.1 +3 -0
runs/May11_12-52-36_hal10/events.out.tfevents.1652291630.hal10.206489.0 +3 -0
training_args.bin +1 -1

pytorch_model.bin CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:05b59b22c5ebad21ead8ae0040abda1ffffe445590f6a7200601b15603e48ab3
 size 333982173

 version https://git-lfs.github.com/spec/v1
+oid sha256:79915f4bc3baf5de347d76faafa3fdd7b690d635f27d45ae6f2661bc2c0e038e
 size 333982173

runs/May11_11-40-29_hal15/events.out.tfevents.1652287301.hal15.85472.0 CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:3931e8a9529687738cd3a64e14441a6a1534a3330e7d7ff9d4507b38a0b93c33
-size 12868

 version https://git-lfs.github.com/spec/v1
+oid sha256:51a9d9fdde3a9a476cbf40d72fa3201a2beceae7cf982e9a5fcf6020d324945f
+size 13348

runs/May11_12-52-36_hal10/1652291630.9761736/events.out.tfevents.1652291630.hal10.206489.1 ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:880bf31f03a11cfa4066eb6534d7801e3113b9944dcfb9d766f469dd1aa3cbd9
+size 4761

runs/May11_12-52-36_hal10/events.out.tfevents.1652291630.hal10.206489.0 ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:9106808dd8457e23ea13993b080e737e139d933eabcde866aed1ffeadde3eb3b
+size 3841

training_args.bin CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:7e288e0843ed12b2437601023b6c26d3080ace03c9fac7bf03748a8505009cdf
 size 2991

 version https://git-lfs.github.com/spec/v1
+oid sha256:e6567746b983dd490fb325aa97f7b64566332bb98e7a8565fad3ff5b8fa97e2a
 size 2991