Instructions to use tangledgroup/tangled-alpha-0.11-core with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use tangledgroup/tangled-alpha-0.11-core with Transformers:

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

pipe = pipeline("text-generation", model="tangledgroup/tangled-alpha-0.11-core")

# Load model directly
from transformers import AutoModel
model = AutoModel.from_pretrained("tangledgroup/tangled-alpha-0.11-core", dtype="auto")

Notebooks
Google Colab
Kaggle
Local Apps

vLLM

How to use tangledgroup/tangled-alpha-0.11-core with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "tangledgroup/tangled-alpha-0.11-core"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "tangledgroup/tangled-alpha-0.11-core",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Use Docker

docker model run hf.co/tangledgroup/tangled-alpha-0.11-core

SGLang

How to use tangledgroup/tangled-alpha-0.11-core 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 "tangledgroup/tangled-alpha-0.11-core" \
    --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": "tangledgroup/tangled-alpha-0.11-core",
		"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 "tangledgroup/tangled-alpha-0.11-core" \
        --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": "tangledgroup/tangled-alpha-0.11-core",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Docker Model Runner
How to use tangledgroup/tangled-alpha-0.11-core with Docker Model Runner:
```
docker model run hf.co/tangledgroup/tangled-alpha-0.11-core
```

tangled-alpha-0.11-core

Commit History

Merge branch 'main' of hf.co:tangledgroup/tangled-alpha-0.11-core

5e8eff4

mtasic85 commited on Apr 3, 2025

eval pretrain-core-3;

79c51bc

mtasic85 commited on Apr 2, 2025

eval pretrain-core-3

c0f6e02

Marko Tasic commited on Apr 2, 2025

pretrain core 3

a67e190

Marko Tasic commited on Mar 31, 2025

Merge branch 'main' of hf.co:tangledgroup/tangled-alpha-0.11-core

701ae11

Marko Tasic commited on Mar 30, 2025

pretrain core 2

508cb73

Marko Tasic commited on Mar 30, 2025

pretrain_core_model_3

964f6ac

mtasic85 commited on Mar 30, 2025

pretrain_core_model_2

5196aad

mtasic85 commited on Mar 29, 2025

pretrain_core_model_2

f79c95e

mtasic85 commited on Mar 29, 2025

out/pretrain-core-1/final

4d6c833

Marko Tasic commited on Mar 29, 2025

out/pretrain-core-1/final

c3d4e9e

Marko Tasic commited on Mar 29, 2025

Merge branch 'main' of hf.co:tangledgroup/tangled-alpha-0.11-core

a71ecdf

mtasic85 commited on Mar 28, 2025

pretrain core 1

fc621f2

mtasic85 commited on Mar 28, 2025

Merge branch 'main' of hf.co:tangledgroup/tangled-alpha-0.11-core

2da6f84

Marko Tasic commited on Mar 26, 2025

pretrain-core-0/checkpoint

1251039

Marko Tasic commited on Mar 26, 2025

pretrain_core_model_1

374df08

mtasic85 commited on Mar 26, 2025

eval

98b9040

mtasic85 commited on Mar 26, 2025

Merge branch 'main' of hf.co:tangledgroup/tangled-alpha-0.11-core

f6d87b1

mtasic85 commited on Mar 26, 2025

eval

c2bf67d

mtasic85 commited on Mar 26, 2025

evaluate

6935d17

Marko Tasic commited on Mar 26, 2025

Merge branch 'main' of hf.co:tangledgroup/tangled-alpha-0.11-core

fcbe680

Marko Tasic commited on Mar 26, 2025

pretrain out final

98aa671

Marko Tasic commited on Mar 26, 2025

pretrain

c38deaa

mtasic85 commited on Mar 21, 2025

pretrain

aa44061

mtasic85 commited on Mar 21, 2025

pretrain

26a07d4

mtasic85 commited on Mar 21, 2025

git config

ca965c6

mtasic85 commited on Mar 21, 2025

initial commit

ef71605
verified

mtasic85 commited on Mar 21, 2025

Commit History

Merge branch 'main' of hf.co:tangledgroup/tangled-alpha-0.11-core 5e8eff4

eval pretrain-core-3; 79c51bc

eval pretrain-core-3 c0f6e02

pretrain core 3 a67e190

Merge branch 'main' of hf.co:tangledgroup/tangled-alpha-0.11-core 701ae11

pretrain core 2 508cb73

pretrain_core_model_3 964f6ac

pretrain_core_model_2 5196aad

pretrain_core_model_2 f79c95e

out/pretrain-core-1/final 4d6c833

out/pretrain-core-1/final c3d4e9e

Merge branch 'main' of hf.co:tangledgroup/tangled-alpha-0.11-core a71ecdf

pretrain core 1 fc621f2

Merge branch 'main' of hf.co:tangledgroup/tangled-alpha-0.11-core 2da6f84

pretrain-core-0/checkpoint 1251039

pretrain_core_model_1 374df08

eval 98b9040

Merge branch 'main' of hf.co:tangledgroup/tangled-alpha-0.11-core f6d87b1

eval c2bf67d

evaluate 6935d17

Merge branch 'main' of hf.co:tangledgroup/tangled-alpha-0.11-core fcbe680

pretrain out final 98aa671

pretrain c38deaa

pretrain aa44061

pretrain 26a07d4

git config ca965c6

initial commit ef71605 verified

Merge branch 'main' of hf.co:tangledgroup/tangled-alpha-0.11-core

5e8eff4

eval pretrain-core-3;

79c51bc

eval pretrain-core-3

c0f6e02

pretrain core 3

a67e190

Merge branch 'main' of hf.co:tangledgroup/tangled-alpha-0.11-core

701ae11

pretrain core 2

508cb73

pretrain_core_model_3

964f6ac

pretrain_core_model_2

5196aad

pretrain_core_model_2

f79c95e

out/pretrain-core-1/final

4d6c833

out/pretrain-core-1/final

c3d4e9e

Merge branch 'main' of hf.co:tangledgroup/tangled-alpha-0.11-core

a71ecdf

pretrain core 1

fc621f2

Merge branch 'main' of hf.co:tangledgroup/tangled-alpha-0.11-core

2da6f84

pretrain-core-0/checkpoint

1251039

pretrain_core_model_1

374df08

eval

98b9040

Merge branch 'main' of hf.co:tangledgroup/tangled-alpha-0.11-core

f6d87b1

eval

c2bf67d

evaluate

6935d17

Merge branch 'main' of hf.co:tangledgroup/tangled-alpha-0.11-core

fcbe680

pretrain out final

98aa671

pretrain

c38deaa

pretrain

aa44061

pretrain

26a07d4

git config

ca965c6

initial commit

ef71605
verified