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

9796e74

verified ·

1 Parent(s): f1a07ed

Training in progress, step 12000

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 sha256:106dbdbd40bdf2b5e5706f7b9ce0aaf744eb296de615f67bd9540d79298f65be
 size 4902257696

 version https://git-lfs.github.com/spec/v1
+oid sha256:d026247b915c3505f03adfd982724836e0972c2cabcb6be5e57965f0388a0aab
 size 4902257696

model-00002-of-00004.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:35abb521069f3e8db5ea4e186eb5f909205970682c7e1f9baec7393d7d933088
 size 4915960368

 version https://git-lfs.github.com/spec/v1
+oid sha256:b02df32d6e9cde2b498640d27424390921a0532a01350fcc2aa787ad3852fab8
 size 4915960368

model-00003-of-00004.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:362a675b32501f3e341f04eea944511691d75c89e78e48a4d539d4dba63e7cf6
 size 4983068496

 version https://git-lfs.github.com/spec/v1
+oid sha256:7c6ad5c8c6364c64562f13ce42310e21c3a80f288a0c16f65108d67a5fc050bd
 size 4983068496

model-00004-of-00004.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:e86947ef53eeb61db134f7b0f38f1a94857897ecf50b94449c5ff0cd48ac4e28
 size 1580230264

 version https://git-lfs.github.com/spec/v1
+oid sha256:65903d6af583456cc6c6b2dc50797dda076bbf8a834e2dae618465da40cdaeb9
 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 sha256:5dfe72e9299ab013b09e527f4959f10ff81757b9ccbb91879dc3e3a2a842491f
-size 248745

 version https://git-lfs.github.com/spec/v1
+oid sha256:b878424505c7eb5f48763c5280b1b4c3ca594495764376117ad71a78c4c4b7bd
+size 259295