nanoT5-mid-2k-instruct

nanoT5-mid-2k-instruct

This model is pszemraj/nanoT5-mid-65kBPE-2048 fine-tuned on ~2M examples to complete "instruct"-style tasks. It performs quite coherently for its size.

Details:

• Pre-trained and fine-tuned with 2048 in/out context length
• Variety of tasks in training data

Usage example

from transformers import pipeline

pipe = pipeline(
    "text2text-generation",
    model="pszemraj/nanoT5-mid-2k-instruct",
    device_map="auto",
)

prompt = "Write a Python code to reverse a linked list."
res = pipe(
    prompt,
    max_new_tokens=384,
    top_k=4,
    penalty_alpha=0.6,
    # no_repeat_ngram_size=6, # use for repeats
)
print(res[0]["generated_text"])

<details> <summary>Click to see example response</summary>

Here's a Python code that reverses a linked list:

\```python
class Node:
    def __init__(self, data):
        self.data = data
        self.next = None

class LinkedList:
    def __init__(self):
        self.head = None

    def append(self, data):
        new_node = Node(data)
        new_node.next = Node(data)
        new_node.next = new_node

    def reverse(self):
        new_node = Node(data)
        new_node.next = self.head
        new_node.next = new_node

    def print_list(self):
        print(self.head)

# Example usage:
# Create a linked list
linked_list = LinkedList()
# Reverse the linked list
linked_list.reverse()
\```

In this code, we define a class `LinkedList` that represents a node in the linked list. The `__init__` method is used to initialize the head of the linked list.

The `reverse` method takes the head of the linked list as an argument and returns the reverse of the linked list.

The `reverse` method takes the head of the linked list as an argument and returns the reverse of the linked list.

The `reverse` method takes the head of the linked list as an argument and returns the reverse of the linked list.

In the example usage, we create a linked list `linked_list` with some data. We call the `reverse` method on the head of the linked list and print the result.

(the \ character was manually added before the code fences here for display reasons)

</details>