Instructions to use Ba2han/test-pt-2 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use Ba2han/test-pt-2 with Transformers:

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

pipe = pipeline("text-generation", model="Ba2han/test-pt-2", trust_remote_code=True)

# Load model directly
from transformers import AutoModelForCausalLM
model = AutoModelForCausalLM.from_pretrained("Ba2han/test-pt-2", trust_remote_code=True, dtype="auto")

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use Ba2han/test-pt-2 with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "Ba2han/test-pt-2"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "Ba2han/test-pt-2",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Use Docker

docker model run hf.co/Ba2han/test-pt-2

SGLang

How to use Ba2han/test-pt-2 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 "Ba2han/test-pt-2" \
    --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": "Ba2han/test-pt-2",
		"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 "Ba2han/test-pt-2" \
        --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": "Ba2han/test-pt-2",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Unsloth Studio

How to use Ba2han/test-pt-2 with Unsloth Studio:

Install Unsloth Studio (macOS, Linux, WSL)

curl -fsSL https://unsloth.ai/install.sh | sh
# Run unsloth studio
unsloth studio -H 0.0.0.0 -p 8888
# Then open http://localhost:8888 in your browser
# Search for Ba2han/test-pt-2 to start chatting

Install Unsloth Studio (Windows)

irm https://unsloth.ai/install.ps1 | iex
# Run unsloth studio
unsloth studio -H 0.0.0.0 -p 8888
# Then open http://localhost:8888 in your browser
# Search for Ba2han/test-pt-2 to start chatting

Using HuggingFace Spaces for Unsloth

# No setup required
# Open https://huggingface.co/spaces/unsloth/studio in your browser
# Search for Ba2han/test-pt-2 to start chatting

Load model with FastModel

pip install unsloth
from unsloth import FastModel
model, tokenizer = FastModel.from_pretrained(
    model_name="Ba2han/test-pt-2",
    max_seq_length=2048,
)

Docker Model Runner
How to use Ba2han/test-pt-2 with Docker Model Runner:
```
docker model run hf.co/Ba2han/test-pt-2
```

Ba2han commited on Apr 23

Commit

7f205a2

verified ·

1 Parent(s): 23a0668

Training in progress, step 12272, checkpoint

Browse files

Files changed (5) hide show

last-checkpoint/model.safetensors +1 -1
last-checkpoint/optimizer.pt +1 -1
last-checkpoint/rng_state.pth +1 -1
last-checkpoint/scheduler.pt +1 -1
last-checkpoint/trainer_state.json +0 -0

last-checkpoint/model.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:f0f353605cc0bbb04935777d7b25d09274a7586073d38eaf824256fd6b92e2ec
 size 1404629536

 version https://git-lfs.github.com/spec/v1
+oid sha256:51ddf5ef6ecf2105fb082e3ebbb46beb54b38418d7c5d27befb7cd6c32ec0a61
 size 1404629536

last-checkpoint/optimizer.pt CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:6a8577c5934e7606ea0dc9eb1ba994f9eb0721fe365beed7ab092d3a3136d8a3
 size 1636558923

 version https://git-lfs.github.com/spec/v1
+oid sha256:0f83443b0bf823d650ddb14fd9be22ea58cf313050368305f215733bcf639ef2
 size 1636558923

last-checkpoint/rng_state.pth CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:813c84eb42dfd2946ad92fa6832b721529555ffb67d17730e44c628c9bab6fb7
 size 14645

 version https://git-lfs.github.com/spec/v1
+oid sha256:83326c851bb9b914cc5d85f8c63a160535f08b622768ce87f59cd0b0417371af
 size 14645

last-checkpoint/scheduler.pt CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:b3e5b65b3e791a321e419d23c08244afec1acdaa7858af8431900b0d5f8566e7
 size 1465

 version https://git-lfs.github.com/spec/v1
+oid sha256:eb0d7a8fe12c4f6309618f19b2aabe43f324888a01112a799a7f2f3473227f67
 size 1465

last-checkpoint/trainer_state.json CHANGED Viewed

The diff for this file is too large to render. See raw diff