Instructions to use theworker02/open-reason-medium with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use theworker02/open-reason-medium with Transformers:

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

pipe = pipeline("text-generation", model="theworker02/open-reason-medium")

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("theworker02/open-reason-medium")
model = AutoModelForCausalLM.from_pretrained("theworker02/open-reason-medium", device_map="auto")

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use theworker02/open-reason-medium with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "theworker02/open-reason-medium"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "theworker02/open-reason-medium",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Use Docker

docker model run hf.co/theworker02/open-reason-medium

SGLang

How to use theworker02/open-reason-medium 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 "theworker02/open-reason-medium" \
    --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": "theworker02/open-reason-medium",
		"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 "theworker02/open-reason-medium" \
        --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": "theworker02/open-reason-medium",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Docker Model Runner
How to use theworker02/open-reason-medium with Docker Model Runner:
```
docker model run hf.co/theworker02/open-reason-medium
```

open-reason-medium / README.md

theworker02

Document 13.9M CPU medium model card

cf1c9f2 verified 4 days ago

preview code

Raw

History Blame Contribute Delete

1.58 kB

	---
	language:
	- en
	license: apache-2.0
	library_name: transformers
	tags:
	- open-reason
	- causal-lm
	- cpu
	datasets:
	- theworker02/open-reason
	base_model: gpt2-scratch
	---

	# Open Reason medium (CPU)

	A medium GPT-2-style causal LM trained from scratch on
	[`theworker02/open-reason`](https://huggingface.co/datasets/theworker02/open-reason)
	pipeline v1.4.0. It is larger than
	[`theworker02/open-reason-small`](https://huggingface.co/theworker02/open-reason-small)
	(~1.3M) and is not a 1B model. Do not confuse it with `theworker02/open-reason-1b`.

	\| \| \|
	\| --- \| --- \|
	\| Parameters \| 13,867,008 \|
	\| Architecture \| GPT-2 scratch, `n_layer=6`, `n_embd=384`, `n_head=6`, vocab 8192, context 192 \|
	\| Steps \| 180 \|
	\| Batch size \| 2 \|
	\| Hardware \| Host CPU (`torch` 2.12.0+cpu). Docker was not installed. AMD GPU was not used. CUDA: false \|
	\| Dataset \| `theworker02/open-reason` v1.4.0, 3175 SFT rows (`all` split) \|
	\| Final loss \| 4.416 \|
	\| License \| Apache-2.0 \|
	\| Reddit \| Never used as a source \|

	```python
	from transformers import AutoModelForCausalLM, AutoTokenizer

	tok = AutoTokenizer.from_pretrained("theworker02/open-reason-medium")
	model = AutoModelForCausalLM.from_pretrained("theworker02/open-reason-medium")
	```

	Companion small model: [`theworker02/open-reason-small`](https://huggingface.co/theworker02/open-reason-small).
	Dataset: [`theworker02/open-reason`](https://huggingface.co/datasets/theworker02/open-reason).
	Code: [`theworker02/open-reason`](https://github.com/theworker02/open-reason).