Instructions to use Ponyyyy/language-modeling-model with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use Ponyyyy/language-modeling-model with Transformers:

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

pipe = pipeline("text-generation", model="Ponyyyy/language-modeling-model")

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

tokenizer = AutoTokenizer.from_pretrained("Ponyyyy/language-modeling-model")
model = AutoModelForCausalLM.from_pretrained("Ponyyyy/language-modeling-model", device_map="auto")

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use Ponyyyy/language-modeling-model with vLLM:

Install from pip and serve model

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

Use Docker

docker model run hf.co/Ponyyyy/language-modeling-model

SGLang

How to use Ponyyyy/language-modeling-model 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 "Ponyyyy/language-modeling-model" \
    --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": "Ponyyyy/language-modeling-model",
		"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 "Ponyyyy/language-modeling-model" \
        --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": "Ponyyyy/language-modeling-model",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Docker Model Runner
How to use Ponyyyy/language-modeling-model with Docker Model Runner:
```
docker model run hf.co/Ponyyyy/language-modeling-model
```

Ponyyyy commited on Apr 26, 2024

Commit

c8ddc9b

verified ·

1 Parent(s): 7e73ea5

End of training

Browse files

Files changed (4) hide show

README.md +4 -4
model.safetensors +1 -1
runs/Apr26_04-28-00_4643bc53c803/events.out.tfevents.1714105680.4643bc53c803.241.5 +2 -2
runs/Apr26_04-28-00_4643bc53c803/events.out.tfevents.1714105785.4643bc53c803.241.6 +3 -0

README.md CHANGED Viewed

@@ -16,7 +16,7 @@ should probably proofread and complete it, then remove this comment. -->
 This model is a fine-tuned version of [huawei-noah/TinyBERT_General_4L_312D](https://huggingface.co/huawei-noah/TinyBERT_General_4L_312D) on the eli5_category dataset.
 It achieves the following results on the evaluation set:
-- Loss: 2.1154
 ## Model description
@@ -47,9 +47,9 @@ The following hyperparameters were used during training:
 | Training Loss | Epoch | Step | Validation Loss |
 |:-------------:|:-----:|:----:|:---------------:|
-| 5.4319        | 1.0   | 577  | 3.3643          |
-| 3.1995        | 2.0   | 1154 | 2.3525          |
-| 2.5319        | 3.0   | 1731 | 2.1154          |
 ### Framework versions

 This model is a fine-tuned version of [huawei-noah/TinyBERT_General_4L_312D](https://huggingface.co/huawei-noah/TinyBERT_General_4L_312D) on the eli5_category dataset.
 It achieves the following results on the evaluation set:
+- Loss: 1.0978
 ## Model description
 | Training Loss | Epoch | Step | Validation Loss |
 |:-------------:|:-----:|:----:|:---------------:|
+| 1.9768        | 1.0   | 577  | 1.4165          |
+| 1.5277        | 2.0   | 1154 | 1.1664          |
+| 1.3289        | 3.0   | 1731 | 1.0978          |
 ### Framework versions

model.safetensors CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:2b23fbb9d4e206045fe913fbbe40862d2099b04993c8e7ae659aa6acfe6f8f3b
 size 57534056

 version https://git-lfs.github.com/spec/v1
+oid sha256:513e8d10b39cb75c4c3895058ee980ef191e061ad7cde7d41edba0d99cc2d2ed
 size 57534056

runs/Apr26_04-28-00_4643bc53c803/events.out.tfevents.1714105680.4643bc53c803.241.5 CHANGED Viewed

@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:9089c342fec009ec0d60feb5b9808ed72d0b359a7bbbe18842619e967b459329
-size 5943

 version https://git-lfs.github.com/spec/v1
+oid sha256:cbec30d0f1a5534e12b1cdd66d825a3737d500acc2f81c11892aed0f643ff6b8
+size 6568

runs/Apr26_04-28-00_4643bc53c803/events.out.tfevents.1714105785.4643bc53c803.241.6 ADDED Viewed

	@@ -0,0 +1,3 @@

+version https://git-lfs.github.com/spec/v1
+oid sha256:e96c7ca7cb0b0ecaf3f3bf14535be887df2caf5c75ea0fe574e5a8f999e887d0
+size 630