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

Libraries

How to use sedrickkeh/checkpoints with Transformers:

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

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

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("sedrickkeh/checkpoints")
model = AutoModelForCausalLM.from_pretrained("sedrickkeh/checkpoints")
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 sedrickkeh/checkpoints with vLLM:

Install from pip and serve model

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

Use Docker

docker model run hf.co/sedrickkeh/checkpoints

SGLang

How to use sedrickkeh/checkpoints 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 "sedrickkeh/checkpoints" \
    --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": "sedrickkeh/checkpoints",
		"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 "sedrickkeh/checkpoints" \
        --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": "sedrickkeh/checkpoints",
		"messages": [
			{
				"role": "user",
				"content": "What is the capital of France?"
			}
		]
	}'

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

sedrickkeh commited on Oct 31, 2024

Commit

d191975

verified ·

1 Parent(s): 2a38452

Training in progress, epoch 0

Browse files

Files changed (6) 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
trainer_log.jsonl +6 -2
training_args.bin +2 -2

model-00001-of-00004.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:d5e8bd0f6079b99365c145b53b50fa50a4ca261bdd4051c355f0277bbf340021
 size 4976698672

 version https://git-lfs.github.com/spec/v1
+oid sha256:5fe539379e2d7db955eeb676cd8d9f54e2e235f030bf3e11e1e28087bf9a2d87
 size 4976698672

model-00002-of-00004.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:b4452161291534def00d153d223b10ff9667594c08d65721d39e61c1e8913f98
 size 4999802720

 version https://git-lfs.github.com/spec/v1
+oid sha256:6464d95d51be7644f72596bcb8be974b9763735a7b9f9716f6fc23a9cbb258a6
 size 4999802720

model-00003-of-00004.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:264ede0e407b0f57cb10adf2a565ceaba59653805de96834614a31813f006a48
 size 4915916176

 version https://git-lfs.github.com/spec/v1
+oid sha256:2411be315fd7e1c238c0c358255a9ca8cb559ac7c9f9df7d3145fc0374654aa2
 size 4915916176

model-00004-of-00004.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:e8cded62a02a8a1f1854e3d7d08a13cec26b24c847b0b3760ad535ed3c7e0112
 size 1168138808

 version https://git-lfs.github.com/spec/v1
+oid sha256:6ea974b209c1000324a60d7522f76fad8acd259f36bb4d3acf7b044acf4b1b0b
 size 1168138808

trainer_log.jsonl CHANGED Viewed

@@ -1,2 +1,6 @@
-{"current_steps": 3, "total_steps": 9, "eval_loss": 1.6958603858947754, "epoch": 0.8, "percentage": 33.33, "elapsed_time": "0:01:54", "remaining_time": "0:03:49"}
-{"current_steps": 7, "total_steps": 9, "eval_loss": 1.5625827312469482, "epoch": 1.8666666666666667, "percentage": 77.78, "elapsed_time": "0:04:42", "remaining_time": "0:01:20"}

+{"current_steps": 1, "total_steps": 9, "loss": 1.9082, "learning_rate": 5e-06, "epoch": 0.26666666666666666, "percentage": 11.11, "elapsed_time": "0:00:29", "remaining_time": "0:03:59"}
+{"current_steps": 2, "total_steps": 9, "loss": 1.829, "learning_rate": 5e-06, "epoch": 0.5333333333333333, "percentage": 22.22, "elapsed_time": "0:00:59", "remaining_time": "0:03:27"}
+{"current_steps": 3, "total_steps": 9, "loss": 1.7257, "learning_rate": 5e-06, "epoch": 0.8, "percentage": 33.33, "elapsed_time": "0:01:28", "remaining_time": "0:02:57"}
+{"current_steps": 3, "total_steps": 9, "eval_loss": NaN, "epoch": 0.8, "percentage": 33.33, "elapsed_time": "0:01:51", "remaining_time": "0:03:43"}
+{"current_steps": 4, "total_steps": 9, "loss": 0.0, "learning_rate": 5e-06, "epoch": 1.0666666666666667, "percentage": 44.44, "elapsed_time": "0:03:21", "remaining_time": "0:04:12"}
+{"current_steps": 5, "total_steps": 9, "loss": 0.0, "learning_rate": 5e-06, "epoch": 1.3333333333333333, "percentage": 55.56, "elapsed_time": "0:03:51", "remaining_time": "0:03:05"}

training_args.bin CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:30f2f9904955650f7a324426bfd507654f552ae3c64b837d68d661db3f6deac8
-size 7096

 version https://git-lfs.github.com/spec/v1
+oid sha256:47d97db45d31eda652e782e150269ce3dd7051463d4229b0ee00079a25b1fec3
+size 6776