Instructions to use ale045/kaggle_starter_model with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use ale045/kaggle_starter_model with Transformers:

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

pipe = pipeline("text-generation", model="ale045/kaggle_starter_model")

# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("ale045/kaggle_starter_model")
model = AutoModelForCausalLM.from_pretrained("ale045/kaggle_starter_model", device_map="auto")

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use ale045/kaggle_starter_model with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "ale045/kaggle_starter_model"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "ale045/kaggle_starter_model",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Use Docker

docker model run hf.co/ale045/kaggle_starter_model

SGLang

How to use ale045/kaggle_starter_model 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 "ale045/kaggle_starter_model" \
    --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": "ale045/kaggle_starter_model",
		"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 "ale045/kaggle_starter_model" \
        --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": "ale045/kaggle_starter_model",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Unsloth Desktop
Docker Model Runner
How to use ale045/kaggle_starter_model with Docker Model Runner:
```
docker model run hf.co/ale045/kaggle_starter_model
```

ale045 commited on May 9, 2024

Commit

d7941da

verified ·

1 Parent(s): 39868e6

Trained with Unsloth

Browse files

Files changed (6) hide show

config.json +1 -1
generation_config.json +1 -1
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

config.json CHANGED Viewed

@@ -22,7 +22,7 @@
   "rope_theta": 500000.0,
   "tie_word_embeddings": false,
   "torch_dtype": "bfloat16",
-  "transformers_version": "4.40.1",
   "unsloth_version": "2024.4",
   "use_cache": true,
   "vocab_size": 128256

   "rope_theta": 500000.0,
   "tie_word_embeddings": false,
   "torch_dtype": "bfloat16",
+  "transformers_version": "4.40.2",
   "unsloth_version": "2024.4",
   "use_cache": true,
   "vocab_size": 128256

generation_config.json CHANGED Viewed

@@ -5,5 +5,5 @@
   "max_length": 4096,
   "temperature": 0.6,
   "top_p": 0.9,
-  "transformers_version": "4.40.1"
 }

   "max_length": 4096,
   "temperature": 0.6,
   "top_p": 0.9,
+  "transformers_version": "4.40.2"
 }

model-00001-of-00004.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:372f52dc7fd0b4b57835ed178759da90d76985d73ccbc045aed9869e93ec8130
 size 4976698672

 version https://git-lfs.github.com/spec/v1
+oid sha256:f9292c28abaa843f89c7dff378e9570b8c07816578ed10e6f3f46fa4970e4039
 size 4976698672

model-00002-of-00004.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:2bfc813fde9fb5e637817312b17abb4d13fdb541123570195d9a6bbfdbbe7c24
 size 4999802720

 version https://git-lfs.github.com/spec/v1
+oid sha256:32be77660e36b4e974b0e348468a8234b05dbcd90e77acb1c390e1706dc747db
 size 4999802720

model-00003-of-00004.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:fbdce8e26e5f6448bfe02333cb517861997753e4624aa2ff3f5215bb5fb6fa0a
 size 4915916176

 version https://git-lfs.github.com/spec/v1
+oid sha256:b719864e44ca760e2d47163a5f13e7e610cb093e95d1948ac612408f0d2ff7d4
 size 4915916176

model-00004-of-00004.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:14b268c5771f3ce39676cddd9c7530baa074279eb758cb84c9536f023b86b393
 size 1168138808

 version https://git-lfs.github.com/spec/v1
+oid sha256:ab239007ad11c01e086f8a1473e486cb952b65685a812cf274232ed4c9d6ebe1
 size 1168138808