Instructions to use pradeep4321/model2 with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use pradeep4321/model2 with Transformers:
# Use a pipeline as a high-level helper from transformers import pipeline pipe = pipeline("text-generation", model="pradeep4321/model2")# Load model directly from transformers import AutoTokenizer, AutoModelForCausalLM tokenizer = AutoTokenizer.from_pretrained("pradeep4321/model2") model = AutoModelForCausalLM.from_pretrained("pradeep4321/model2") - Notebooks
- Google Colab
- Kaggle
- Local Apps Settings
- vLLM
How to use pradeep4321/model2 with vLLM:
Install from pip and serve model
# Install vLLM from pip: pip install vllm # Start the vLLM server: vllm serve "pradeep4321/model2" # Call the server using curl (OpenAI-compatible API): curl -X POST "http://localhost:8000/v1/completions" \ -H "Content-Type: application/json" \ --data '{ "model": "pradeep4321/model2", "prompt": "Once upon a time,", "max_tokens": 512, "temperature": 0.5 }'Use Docker
docker model run hf.co/pradeep4321/model2
- SGLang
How to use pradeep4321/model2 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 "pradeep4321/model2" \ --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": "pradeep4321/model2", "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 "pradeep4321/model2" \ --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": "pradeep4321/model2", "prompt": "Once upon a time,", "max_tokens": 512, "temperature": 0.5 }' - Docker Model Runner
How to use pradeep4321/model2 with Docker Model Runner:
docker model run hf.co/pradeep4321/model2
Commit ·
e0f550e
1
Parent(s): 04eef26
Training in progress epoch 0
Browse files- README.md +4 -13
- tf_model.h5 +1 -1
README.md
CHANGED
|
@@ -14,9 +14,9 @@ probably proofread and complete it, then remove this comment. -->
|
|
| 14 |
|
| 15 |
This model is a fine-tuned version of [gpt2](https://huggingface.co/gpt2) on an unknown dataset.
|
| 16 |
It achieves the following results on the evaluation set:
|
| 17 |
-
- Train Loss: 7.
|
| 18 |
-
- Validation Loss: 7.
|
| 19 |
-
- Epoch:
|
| 20 |
|
| 21 |
## Model description
|
| 22 |
|
|
@@ -42,16 +42,7 @@ The following hyperparameters were used during training:
|
|
| 42 |
|
| 43 |
| Train Loss | Validation Loss | Epoch |
|
| 44 |
|:----------:|:---------------:|:-----:|
|
| 45 |
-
| 7.
|
| 46 |
-
| 7.9439 | 7.9478 | 1 |
|
| 47 |
-
| 7.9228 | 7.9152 | 2 |
|
| 48 |
-
| 7.8599 | 7.8710 | 3 |
|
| 49 |
-
| 7.7957 | 7.8172 | 4 |
|
| 50 |
-
| 7.7068 | 7.7585 | 5 |
|
| 51 |
-
| 7.6083 | 7.6995 | 6 |
|
| 52 |
-
| 7.5195 | 7.6441 | 7 |
|
| 53 |
-
| 7.4214 | 7.5958 | 8 |
|
| 54 |
-
| 7.3544 | 7.5526 | 9 |
|
| 55 |
|
| 56 |
|
| 57 |
### Framework versions
|
|
|
|
| 14 |
|
| 15 |
This model is a fine-tuned version of [gpt2](https://huggingface.co/gpt2) on an unknown dataset.
|
| 16 |
It achieves the following results on the evaluation set:
|
| 17 |
+
- Train Loss: 7.2465
|
| 18 |
+
- Validation Loss: 7.5143
|
| 19 |
+
- Epoch: 0
|
| 20 |
|
| 21 |
## Model description
|
| 22 |
|
|
|
|
| 42 |
|
| 43 |
| Train Loss | Validation Loss | Epoch |
|
| 44 |
|:----------:|:---------------:|:-----:|
|
| 45 |
+
| 7.2465 | 7.5143 | 0 |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 46 |
|
| 47 |
|
| 48 |
### Framework versions
|
tf_model.h5
CHANGED
|
@@ -1,3 +1,3 @@
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
-
oid sha256:
|
| 3 |
size 351244368
|
|
|
|
| 1 |
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:134e64a8c6790309cd0360e59a17022352a10be81a7dd09b8a9672e2e7bda6c1
|
| 3 |
size 351244368
|