Instructions to use CLMBR/passive-transformer-2 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use CLMBR/passive-transformer-2 with Transformers:

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

pipe = pipeline("text-generation", model="CLMBR/passive-transformer-2")

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

tokenizer = AutoTokenizer.from_pretrained("CLMBR/passive-transformer-2")
model = AutoModelForCausalLM.from_pretrained("CLMBR/passive-transformer-2", device_map="auto")

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use CLMBR/passive-transformer-2 with vLLM:

Install from pip and serve model

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

Use Docker

docker model run hf.co/CLMBR/passive-transformer-2

SGLang

How to use CLMBR/passive-transformer-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 "CLMBR/passive-transformer-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": "CLMBR/passive-transformer-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 "CLMBR/passive-transformer-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": "CLMBR/passive-transformer-2",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Docker Model Runner
How to use CLMBR/passive-transformer-2 with Docker Model Runner:
```
docker model run hf.co/CLMBR/passive-transformer-2
```

passive-transformer-2

Commit History

Jun 20, 2025

01:04
Adding `safetensors` variant of this model⁠

SFconvertbot

Verified signature
626cb33

Feb 5, 2024

23:10
Model save

abhinavp

Verified signature
9dcf8c8
23:10
Training in progress, epoch 0, checkpoint

abhinavp

Verified signature
6949b30
23:10
Training in progress, epoch 0

abhinavp

Verified signature
7ee918c
20:44
Training in progress, epoch 1, checkpoint

abhinavp

Verified signature
85cfb77
20:44
Training in progress, epoch 1

abhinavp

Verified signature
5f3cfb6
18:57
Training in progress, epoch 0, checkpoint

abhinavp

Verified signature
0bcd66c
18:57
Training in progress, epoch 0

abhinavp

Verified signature
6ed15cb
02:44
Training in progress, epoch 1, checkpoint

abhinavp

Verified signature
d24ed03
02:44
Training in progress, epoch 1

abhinavp

Verified signature
3f148ba
00:58
Training in progress, epoch 0, checkpoint

abhinavp

Verified signature
75a6de7
00:58
Training in progress, epoch 0

abhinavp

Verified signature
8006085

Feb 4, 2024

17:56
Training in progress, epoch 1, checkpoint

abhinavp

Verified signature
8b86608
17:55
Training in progress, epoch 1

abhinavp

Verified signature
b7627ff
16:09
Training in progress, epoch 0, checkpoint

abhinavp

Verified signature
303a070
16:09
Training in progress, epoch 0

abhinavp

Verified signature
a7a743a
07:26
Training in progress, epoch 0, checkpoint

abhinavp

Verified signature
3b22c80
07:25
Training in progress, epoch 0

abhinavp

Verified signature
c15bc31

Feb 3, 2024

20:53
Training in progress, epoch 1, checkpoint

abhinavp

Verified signature
2e000a2
20:53
Training in progress, epoch 1

abhinavp

Verified signature
7e603e7
19:07
Training in progress, epoch 0, checkpoint

abhinavp

Verified signature
536a043
19:07
Training in progress, epoch 0

abhinavp

Verified signature
c702602
16:52
Training in progress, epoch 1, checkpoint

abhinavp

Verified signature
c70b3e5
16:51
Training in progress, epoch 1

abhinavp

Verified signature
f389745
15:03
Training in progress, epoch 0, checkpoint

abhinavp

Verified signature
35a1de4
15:03
Training in progress, epoch 0

abhinavp

Verified signature
186ede9
12:55
Training in progress, epoch 1, checkpoint

abhinavp

Verified signature
3cf9f6f
12:54
Training in progress, epoch 1

abhinavp

Verified signature
b3ec52d
11:08
Training in progress, epoch 0, checkpoint

abhinavp

Verified signature
ec173df
11:08
Training in progress, epoch 0

abhinavp

Verified signature
ce66565
08:29
Training in progress, epoch 1, checkpoint

abhinavp

Verified signature
33e0911
08:29
Training in progress, epoch 1

abhinavp

Verified signature
0524978
06:41
Training in progress, epoch 0, checkpoint

abhinavp

Verified signature
c427ad1
06:40
Training in progress, epoch 0

abhinavp

Verified signature
cb1f1e2
03:54
Training in progress, epoch 1, checkpoint

abhinavp

Verified signature
571dc0a
03:53
Training in progress, epoch 1

abhinavp

Verified signature
c231069
02:08
Training in progress, epoch 0, checkpoint

abhinavp

Verified signature
6f5b5ad
02:08
Training in progress, epoch 0

abhinavp

Verified signature
20575ea

Feb 2, 2024

22:19
Training in progress, epoch 1, checkpoint

abhinavp

Verified signature
923c431
22:19
Training in progress, epoch 1

abhinavp

Verified signature
e7ab91c
20:33
Training in progress, epoch 0, checkpoint

abhinavp

Verified signature
d7d7048
20:32
Training in progress, epoch 0

abhinavp

Verified signature
7a9fcb9
18:02
Training in progress, epoch 1

abhinavp

Verified signature
fd7b331
16:13
Training in progress, epoch 0, checkpoint

abhinavp

Verified signature
f9f53a3
16:12
Training in progress, epoch 0

abhinavp

Verified signature
dd73a46
13:49
Training in progress, epoch 1, checkpoint

abhinavp

Verified signature
2827384
13:48
Training in progress, epoch 1

abhinavp

Verified signature
745fbf4
12:03
Training in progress, epoch 0, checkpoint

abhinavp

Verified signature
25eda6d
12:02
Training in progress, epoch 0

abhinavp

Verified signature
d2be1f4
09:50
Training in progress, epoch 1, checkpoint

abhinavp

Verified signature
6ed0b22

Commit History

Jun 20, 2025

Adding `safetensors` variant of this model⁠

Feb 5, 2024

Model save

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

Feb 4, 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 0, checkpoint

Training in progress, epoch 0

Feb 3, 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 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

Feb 2, 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

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