Running Hugging Face models

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Jacob H. Marquez

Lead Data Engineer

Inference with Hugging Face

Local inference

Inference providers

¹ https://huggingface.co/docs/inference-providers/en/index

Inference with Hugging Face

Local Inference

🆓 Free
😃 Convenient
😴 Slow and resource-intensive

Inference Providers

💨 Fast
🆓 Free to get started

¹ https://huggingface.co/docs/inference-providers/en/index

Introduction to the Transformers Library

Simplifies working with pre-trained models

¹ https://github.com/huggingface/transformers

The pipeline

from transformers import pipeline


gpt2_pipeline = pipeline(task="text-generation", model="openai-community/gpt2")


print(gpt2_pipeline("What if AI"))

[{'generated_text': 'What if AI wouldn\'t be used?"\n\nI had to agree with your
  theory. If a machine\'s learning algorithm is a perfect match for all of a
  human\'s needs, then you may not have a problem with it. My problem was whether'}]

¹ Model Card: https://huggingface.co/openai-community/gpt2

Adjusting Pipeline Parameters

from transformers import pipeline

gpt2_pipeline = pipeline(task="text-generation", model="openai-community/gpt2")


results = gpt2_pipeline("What if AI", max_new_tokens=10, num_return_sequences=2)


for result in results:
    print(result['generated_text'])

What if AI had never existed?  
What if AI could be really smarter than us?

Using inference providers

import os
from huggingface_hub import InferenceClient

client = InferenceClient(
    provider="together",
    api_key=os.environ["HF_TOKEN"],
)

¹ https://huggingface.co/docs/inference-providers/en/index

completion = client.chat.completions.create(
    model="deepseek-ai/DeepSeek-V3",
    messages=[
        {
            "role": "user",
            "content": "What is the capital of France?"
        }
    ],
)

¹ https://huggingface.co/docs/inference-providers/en/index

print(completion.choices[0].message)

The capital of France is **Paris**. It is known for its iconic landmarks such as
the Eiffel Tower, the Louvre Museum, and Notre-Dame Cathedral.  

Would you like any additional information about Paris or France?

Let's practice!

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