Instructions to use CLMBR/full-transformer-4 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use CLMBR/full-transformer-4 with Transformers:

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

pipe = pipeline("text-generation", model="CLMBR/full-transformer-4")

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

tokenizer = AutoTokenizer.from_pretrained("CLMBR/full-transformer-4")
model = AutoModelForCausalLM.from_pretrained("CLMBR/full-transformer-4", device_map="auto")

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use CLMBR/full-transformer-4 with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "CLMBR/full-transformer-4"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "CLMBR/full-transformer-4",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Use Docker

docker model run hf.co/CLMBR/full-transformer-4

SGLang

How to use CLMBR/full-transformer-4 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/full-transformer-4" \
    --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/full-transformer-4",
		"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/full-transformer-4" \
        --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/full-transformer-4",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Docker Model Runner
How to use CLMBR/full-transformer-4 with Docker Model Runner:
```
docker model run hf.co/CLMBR/full-transformer-4
```

full-transformer-4

Commit History

Jun 30

07:47
Adding `safetensors` variant of this model⁠

SFconvertbot

Verified signature
de1bd3f

Feb 2, 2024

21:36
Model save

abhinavp

Verified signature
926a5d7
21:36
Training in progress, epoch 0, checkpoint

abhinavp

Verified signature
68b3169
21:36
Training in progress, epoch 0

abhinavp

Verified signature
4d6600f
17:08
Training in progress, epoch 0, checkpoint

abhinavp

Verified signature
6078f88
17:07
Training in progress, epoch 0

abhinavp

Verified signature
d48879c
14:36
Training in progress, epoch 1, checkpoint

abhinavp

Verified signature
580d920
14:36
Training in progress, epoch 1

abhinavp

Verified signature
3a8a6d8
12:50
Training in progress, epoch 0, checkpoint

abhinavp

Verified signature
57ec302
12:50
Training in progress, epoch 0

abhinavp

Verified signature
75792f8
09:43
Training in progress, epoch 0, checkpoint

abhinavp

Verified signature
f1da30f
09:43
Training in progress, epoch 0

abhinavp

Verified signature
459620e
06:46
Training in progress, epoch 1, checkpoint

abhinavp

Verified signature
ad9c1d9
06:46
Training in progress, epoch 1

abhinavp

Verified signature
7089752
05:00
Training in progress, epoch 0, checkpoint

abhinavp

Verified signature
3b91079
05:00
Training in progress, epoch 0

abhinavp

Verified signature
b8295d3

Feb 1, 2024

22:22
Training in progress, epoch 0, checkpoint

abhinavp

Verified signature
098660f
22:21
Training in progress, epoch 0

abhinavp

Verified signature
4cc850f
18:36
Training in progress, epoch 0, checkpoint

abhinavp

Verified signature
1b531c3
18:36
Training in progress, epoch 0

abhinavp

Verified signature
66b97e1
14:32
Training in progress, epoch 1, checkpoint

abhinavp

Verified signature
950fc9d
14:32
Training in progress, epoch 1

abhinavp

Verified signature
1376454
12:45
Training in progress, epoch 0, checkpoint

abhinavp

Verified signature
ceb2637
12:45
Training in progress, epoch 0

abhinavp

Verified signature
8e049d7
10:40
Training in progress, epoch 1, checkpoint

abhinavp

Verified signature
a048027
10:39
Training in progress, epoch 1

abhinavp

Verified signature
194f564
08:53
Training in progress, epoch 0, checkpoint

abhinavp

Verified signature
de70609
08:53
Training in progress, epoch 0

abhinavp

Verified signature
031edf7
06:55
Training in progress, epoch 1, checkpoint

abhinavp

Verified signature
883f326
06:55
Training in progress, epoch 1

abhinavp

Verified signature
f1df3d6
05:09
Training in progress, epoch 0, checkpoint

abhinavp

Verified signature
3e2a179
05:08
Training in progress, epoch 0

abhinavp

Verified signature
59e5c1b
02:57
Training in progress, epoch 1, checkpoint

abhinavp

Verified signature
2be65b3
02:57
Training in progress, epoch 1

abhinavp

Verified signature
75a4431
01:09
Training in progress, epoch 0, checkpoint

abhinavp

Verified signature
7158bc2
01:09
Training in progress, epoch 0

abhinavp

Verified signature
251b7e5

Jan 29, 2024

08:23
Training in progress, epoch 1, checkpoint

abhinavp

Verified signature
ec680c8
08:23
Training in progress, epoch 1

abhinavp

Verified signature
d08482b
06:37
Training in progress, epoch 0, checkpoint

abhinavp

Verified signature
7df6e3b
06:37
Training in progress, epoch 0

abhinavp

Verified signature
7fd62d1

Jan 28, 2024

22:22
Training in progress, epoch 1, checkpoint

abhinavp

Verified signature
282bef1
22:21
Training in progress, epoch 1

abhinavp

Verified signature
915b943
20:36
Training in progress, epoch 0, checkpoint

abhinavp

Verified signature
9183f31
20:35
Training in progress, epoch 0

abhinavp

Verified signature
8b6d16f
17:48
Training in progress, epoch 1, checkpoint

abhinavp

Verified signature
d0c845e
17:48
Training in progress, epoch 1

abhinavp

Verified signature
4d0f780
16:02
Training in progress, epoch 0, checkpoint

abhinavp

Verified signature
89ee44a
16:02
Training in progress, epoch 0

abhinavp

Verified signature
86e75eb
02:30
Training in progress, epoch 1, checkpoint

abhinavp

Verified signature
b09e99c
02:30
Training in progress, epoch 1

abhinavp

Verified signature
2b564b4

Commit History

Jun 30

Adding `safetensors` variant of this model⁠

Feb 2, 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

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 1, 2024

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

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

Jan 29, 2024

Training in progress, epoch 1, checkpoint

Training in progress, epoch 1

Training in progress, epoch 0, checkpoint

Training in progress, epoch 0

Jan 28, 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