Instructions to use CodCodingCode/deepseek-clinical-finetuned with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use CodCodingCode/deepseek-clinical-finetuned with Transformers:

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

pipe = pipeline("text-generation", model="CodCodingCode/deepseek-clinical-finetuned")
messages = [
    {"role": "user", "content": "Who are you?"},
]
pipe(messages)

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("CodCodingCode/deepseek-clinical-finetuned")
model = AutoModelForCausalLM.from_pretrained("CodCodingCode/deepseek-clinical-finetuned")
messages = [
    {"role": "user", "content": "Who are you?"},
]
inputs = tokenizer.apply_chat_template(
	messages,
	add_generation_prompt=True,
	tokenize=True,
	return_dict=True,
	return_tensors="pt",
).to(model.device)

outputs = model.generate(**inputs, max_new_tokens=40)
print(tokenizer.decode(outputs[0][inputs["input_ids"].shape[-1]:]))

Notebooks
Google Colab
Kaggle
Local Apps

vLLM

How to use CodCodingCode/deepseek-clinical-finetuned with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "CodCodingCode/deepseek-clinical-finetuned"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "CodCodingCode/deepseek-clinical-finetuned",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Use Docker

docker model run hf.co/CodCodingCode/deepseek-clinical-finetuned

SGLang

How to use CodCodingCode/deepseek-clinical-finetuned 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 "CodCodingCode/deepseek-clinical-finetuned" \
    --host 0.0.0.0 \
    --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "CodCodingCode/deepseek-clinical-finetuned",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

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 "CodCodingCode/deepseek-clinical-finetuned" \
        --host 0.0.0.0 \
        --port 30000
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:30000/v1/chat/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "CodCodingCode/deepseek-clinical-finetuned",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

Docker Model Runner
How to use CodCodingCode/deepseek-clinical-finetuned with Docker Model Runner:
```
docker model run hf.co/CodCodingCode/deepseek-clinical-finetuned
```

CodCodingCode commited on Jul 6, 2025

Commit

d9a8050

verified ·

1 Parent(s): 25bd724

Training in progress, step 9500

Browse files

Files changed (5) hide show

model-00001-of-00004.safetensors +1 -1
model-00002-of-00004.safetensors +1 -1
model-00003-of-00004.safetensors +1 -1
model-00004-of-00004.safetensors +1 -1
runs/Jul06_05-07-41_192-222-59-202/events.out.tfevents.1751778461.192-222-59-202.43739.0 +2 -2

model-00001-of-00004.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:3f6432fbc6e662de7f1d0d5d012dd450a03927f69a5f8f1c60444a0442241c37
 size 4902257696

 version https://git-lfs.github.com/spec/v1
+oid sha256:2597002283919e89b63e415fd7e062a7373b444e225b36d295566a04c80bdc1c
 size 4902257696

model-00002-of-00004.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:ce92f75c717f1e909df39fe17e25464450808754aab4cd38cf787545bc374df7
 size 4915960368

 version https://git-lfs.github.com/spec/v1
+oid sha256:205b54b359906cdd6ff0c5339ab415ec43e661ff444e1f925901e771cf7c146d
 size 4915960368

model-00003-of-00004.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:8a05256a7745272ac8c3abdacbe38eb6f7c0896795885872a452a560a0e45c7c
 size 4983068496

 version https://git-lfs.github.com/spec/v1
+oid sha256:7db8f508fcd31680a8a397607ded7fbd334fa69e2a82de0035e4d64c94d49b50
 size 4983068496

model-00004-of-00004.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:6c66536668a9a7f0640aa37aa5a849e25e3c85118ed40192c3d15adf862979be
 size 1580230264

 version https://git-lfs.github.com/spec/v1
+oid sha256:c53607c2833c3debfe22c939f253267ee36977d84d8b881f3a02eae3b8063c36
 size 1580230264

runs/Jul06_05-07-41_192-222-59-202/events.out.tfevents.1751778461.192-222-59-202.43739.0 CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:ff6adfc6d1d5e9914e1ea905368a95d12267889213744e124e626ada471e16d5
-size 195995

 version https://git-lfs.github.com/spec/v1
+oid sha256:24d029176a8463608a2ebfc0dc2cf2600630d8ec4bc5495f9f24e3c934a05f70
+size 206545