Instructions to use CLMBR/binding-case-transformer-3 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use CLMBR/binding-case-transformer-3 with Transformers:

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

pipe = pipeline("text-generation", model="CLMBR/binding-case-transformer-3")

# pip install -U transformers accelerate
# Load model directly
from transformers import AutoTokenizer, AutoModelForCausalLM

tokenizer = AutoTokenizer.from_pretrained("CLMBR/binding-case-transformer-3")
model = AutoModelForCausalLM.from_pretrained("CLMBR/binding-case-transformer-3", device_map="auto")

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use CLMBR/binding-case-transformer-3 with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "CLMBR/binding-case-transformer-3"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "CLMBR/binding-case-transformer-3",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Use Docker

docker model run hf.co/CLMBR/binding-case-transformer-3

SGLang

How to use CLMBR/binding-case-transformer-3 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 "CLMBR/binding-case-transformer-3" \
    --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": "CLMBR/binding-case-transformer-3",
		"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 "CLMBR/binding-case-transformer-3" \
        --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": "CLMBR/binding-case-transformer-3",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Docker Model Runner
How to use CLMBR/binding-case-transformer-3 with Docker Model Runner:
```
docker model run hf.co/CLMBR/binding-case-transformer-3
```

binding-case-transformer-3

Commit History

Nov 19, 2025

06:34
Adding `safetensors` variant of this model⁠

SFconvertbot

Verified signature
07b7f88

Jan 23, 2024

21:03
Model save

abhinavp

Verified signature
86bcef8
21:03
Training in progress, epoch 0, checkpoint

abhinavp

Verified signature
7bee42d
21:03
Training in progress, epoch 0

abhinavp

Verified signature
ba5e581
18:21
Training in progress, epoch 0, checkpoint

abhinavp

Verified signature
68b360d
18:20
Training in progress, epoch 0

abhinavp

Verified signature
1467a4e
10:25
Training in progress, epoch 1, checkpoint

abhinavp

Verified signature
1ebb076
10:25
Training in progress, epoch 1

abhinavp

Verified signature
79d4c25
08:39
Training in progress, epoch 0, checkpoint

abhinavp

Verified signature
649c4dd
08:38
Training in progress, epoch 0

abhinavp

Verified signature
7cbf402

Jan 22, 2024

19:10
Training in progress, epoch 0, checkpoint

abhinavp

Verified signature
2b405e9
19:09
Training in progress, epoch 0

abhinavp

Verified signature
7151492
16:26
Training in progress, epoch 1, checkpoint

abhinavp

Verified signature
00362f8
16:26
Training in progress, epoch 1

abhinavp

Verified signature
58da495
14:39
Training in progress, epoch 0, checkpoint

abhinavp

Verified signature
ddadd42
14:39
Training in progress, epoch 0

abhinavp

Verified signature
1a9c768
06:07
Training in progress, epoch 0, checkpoint

abhinavp

Verified signature
8a54cd7
06:07
Training in progress, epoch 0

abhinavp

Verified signature
57528a8
00:39
Training in progress, epoch 0, checkpoint

abhinavp

Verified signature
f9c1cc2
00:39
Training in progress, epoch 0

abhinavp

Verified signature
f895268

Jan 21, 2024

21:26
Training in progress, epoch 1, checkpoint

abhinavp

Verified signature
0e0962f
21:25
Training in progress, epoch 1

abhinavp

Verified signature
f5a5169
19:39
Training in progress, epoch 0, checkpoint

abhinavp

Verified signature
6921421
19:39
Training in progress, epoch 0

abhinavp

Verified signature
30e0757
16:52
Training in progress, epoch 1, checkpoint

abhinavp

Verified signature
695dddc
16:52
Training in progress, epoch 1

abhinavp

Verified signature
0f517d1
15:06
Training in progress, epoch 0, checkpoint

abhinavp

Verified signature
4758c86
15:06
Training in progress, epoch 0

abhinavp

Verified signature
63adcb9
12:18
Training in progress, epoch 1, checkpoint

abhinavp

Verified signature
ebbfaff
12:17
Training in progress, epoch 1

abhinavp

Verified signature
101ab73
10:31
Training in progress, epoch 0, checkpoint

abhinavp

Verified signature
64c77c7
10:31
Training in progress, epoch 0

abhinavp

Verified signature
61b8e07
06:21
Training in progress, epoch 0, checkpoint

abhinavp

Verified signature
10ecbb6
06:20
Training in progress, epoch 0

abhinavp

Verified signature
8343bec
03:04
Training in progress, epoch 1, checkpoint

abhinavp

Verified signature
7ea2d0c
03:04
Training in progress, epoch 1

abhinavp

Verified signature
e03afdf
01:18
Training in progress, epoch 0, checkpoint

abhinavp

Verified signature
831ac38
01:18
Training in progress, epoch 0

abhinavp

Verified signature
8b4d0b8

Jan 20, 2024

18:54
Training in progress, epoch 1, checkpoint

abhinavp

Verified signature
ec395df
18:54
Training in progress, epoch 1

abhinavp

Verified signature
4874e36
17:07
Training in progress, epoch 0, checkpoint

abhinavp

Verified signature
ec262ad
17:07
Training in progress, epoch 0

abhinavp

Verified signature
65db08a
12:46
Training in progress, epoch 1, checkpoint

abhinavp

Verified signature
212e3f5
12:46
Training in progress, epoch 1

abhinavp

Verified signature
a427ee9
11:00
Training in progress, epoch 0, checkpoint

abhinavp

Verified signature
23e3d06
11:00
Training in progress, epoch 0

abhinavp

Verified signature
e603f73
03:49
Training in progress, epoch 0, checkpoint

abhinavp

Verified signature
5ad8593
03:49
Training in progress, epoch 0

abhinavp

Verified signature
8d0f9d8

Jan 19, 2024

20:01
Training in progress, epoch 1, checkpoint

abhinavp

Verified signature
e06432e
20:01
Training in progress, epoch 1

abhinavp

Verified signature
d8559eb

Commit History

Nov 19, 2025

Adding `safetensors` variant of this model⁠

Jan 23, 2024

Model save

Training in progress, epoch 0, checkpoint

Training in progress, epoch 0

Training in progress, epoch 0, checkpoint

Training in progress, epoch 0

Training in progress, epoch 1, checkpoint

Training in progress, epoch 1

Training in progress, epoch 0, checkpoint

Training in progress, epoch 0

Jan 22, 2024

Training in progress, epoch 0, checkpoint

Training in progress, epoch 0

Training in progress, epoch 1, checkpoint

Training in progress, epoch 1

Training in progress, epoch 0, checkpoint

Training in progress, epoch 0

Training in progress, epoch 0, checkpoint

Training in progress, epoch 0

Training in progress, epoch 0, checkpoint

Training in progress, epoch 0

Jan 21, 2024

Training in progress, epoch 1, checkpoint

Training in progress, epoch 1

Training in progress, epoch 0, checkpoint

Training in progress, epoch 0

Training in progress, epoch 1, checkpoint

Training in progress, epoch 1

Training in progress, epoch 0, checkpoint

Training in progress, epoch 0

Training in progress, epoch 1, checkpoint

Training in progress, epoch 1

Training in progress, epoch 0, checkpoint

Training in progress, epoch 0

Training in progress, epoch 0, checkpoint

Training in progress, epoch 0

Training in progress, epoch 1, checkpoint

Training in progress, epoch 1

Training in progress, epoch 0, checkpoint

Training in progress, epoch 0

Jan 20, 2024

Training in progress, epoch 1, checkpoint

Training in progress, epoch 1

Training in progress, epoch 0, checkpoint

Training in progress, epoch 0

Training in progress, epoch 1, checkpoint

Training in progress, epoch 1

Training in progress, epoch 0, checkpoint

Training in progress, epoch 0

Training in progress, epoch 0, checkpoint

Training in progress, epoch 0

Jan 19, 2024

Training in progress, epoch 1, checkpoint

Training in progress, epoch 1