Instructions to use mohammedaly22/t5-small-question-generation with libraries, inference providers, notebooks, and local apps. Follow these links to get started.

Libraries

How to use mohammedaly22/t5-small-question-generation with Transformers:

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

pipe = pipeline("text-generation", model="mohammedaly22/t5-small-question-generation")

# pip install -U transformers accelerate
# Load model directly
from transformers import AutoTokenizer, AutoModelForSeq2SeqLM

tokenizer = AutoTokenizer.from_pretrained("mohammedaly22/t5-small-question-generation")
model = AutoModelForSeq2SeqLM.from_pretrained("mohammedaly22/t5-small-question-generation", device_map="auto")

Notebooks
Google Colab
Kaggle
Local Apps Settings

vLLM

How to use mohammedaly22/t5-small-question-generation with vLLM:

Install from pip and serve model

# Install vLLM from pip:
pip install vllm
# Start the vLLM server:
vllm serve "mohammedaly22/t5-small-question-generation"
# Call the server using curl (OpenAI-compatible API):
curl -X POST "http://localhost:8000/v1/completions" \
	-H "Content-Type: application/json" \
	--data '{
		"model": "mohammedaly22/t5-small-question-generation",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Use Docker

docker model run hf.co/mohammedaly22/t5-small-question-generation

SGLang

How to use mohammedaly22/t5-small-question-generation 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 "mohammedaly22/t5-small-question-generation" \
    --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": "mohammedaly22/t5-small-question-generation",
		"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 "mohammedaly22/t5-small-question-generation" \
        --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": "mohammedaly22/t5-small-question-generation",
		"prompt": "Once upon a time,",
		"max_tokens": 512,
		"temperature": 0.5
	}'

Docker Model Runner
How to use mohammedaly22/t5-small-question-generation with Docker Model Runner:
```
docker model run hf.co/mohammedaly22/t5-small-question-generation
```

Mohammed Aly commited on Mar 18, 2024

Commit

b121fab

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Update README.md

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@@ -5,7 +5,31 @@ tags:
 - generated_from_trainer
 model-index:
 - name: t5-small-squad-qg-v2
-  results: []
 widget:
 - text: "Generate a question whose answer is highlighted by <h> from the context delimited by the triple backticks \ncontext:```During the 2011–12 season, he set the La Liga and European records for most goals scored in a single season, while establishing himself as Barcelona all-time top scorer. The following two seasons, Messi finished second for the Ballon d'Or behind Cristiano Ronaldo (his perceived career rival), before regaining his best form during the 2014–15 campaign, becoming the all-time top scorer in La Liga and leading Barcelona to a historic second treble, after which he was awarded a fifth Ballon d'Or in 2015. Messi assumed captaincy of Barcelona in 2018, and won a record sixth Ballon d'Or in 2019. Out of contract, he signed for French club Paris Saint-Germain in August 2021, spending two seasons at the club and winning Ligue 1 twice. Messi joined American club  <h> Inter Miami <h> in July 2023, winning the Leagues Cup in August of that year.```"
 datasets:

 - generated_from_trainer
 model-index:
 - name: t5-small-squad-qg-v2
+  results:
+  - task:
+      type: text2text-generation
+    metrics:
+      - name: BLEU
+        type: BLEU
+        value: 20.00
+      - name: Rouge1
+        type: Rouge1
+        value: 47.69
+      - name: Rouge2
+        type: Rouge2
+        value: 26.43
+      - name: RougeL
+        type: RougeL
+        value: 44.15
+      - name: RougeLSum
+        type: RougeLSum
+        value: 44.15
+      - name: METEOR
+        type: METEOR
+        value: 45.84
+      - name: BertScore
+        type: BertScore
+        value: 91.82
 widget:
 - text: "Generate a question whose answer is highlighted by <h> from the context delimited by the triple backticks \ncontext:```During the 2011–12 season, he set the La Liga and European records for most goals scored in a single season, while establishing himself as Barcelona all-time top scorer. The following two seasons, Messi finished second for the Ballon d'Or behind Cristiano Ronaldo (his perceived career rival), before regaining his best form during the 2014–15 campaign, becoming the all-time top scorer in La Liga and leading Barcelona to a historic second treble, after which he was awarded a fifth Ballon d'Or in 2015. Messi assumed captaincy of Barcelona in 2018, and won a record sixth Ballon d'Or in 2019. Out of contract, he signed for French club Paris Saint-Germain in August 2021, spending two seasons at the club and winning Ligue 1 twice. Messi joined American club  <h> Inter Miami <h> in July 2023, winning the Leagues Cup in August of that year.```"
 datasets: