smolified-text-to-sql

1
license:apache-2.0
by
smolify
Language Model
OTHER
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Quick Summary

AI model with specialized capabilities.

Code Examples

🚀 Usage (Inference)pythontransformers
# Example: Running your Sovereign Model
from transformers import AutoModelForCausalLM, AutoTokenizer

model_id = "smolify/smolified-text-to-sql"
tokenizer = AutoTokenizer.from_pretrained(model_id)
model = AutoModelForCausalLM.from_pretrained(model_id, device_map="auto")

messages = [
    {'role': 'system', 'content': '''You are a SQL generator. Schema: Table 'orders' (id, customer_name, amount, status, date). Translate the user question into a valid SQLite query. Output SQL only.'''},
    {'role': 'user', 'content': '''Find the most recent order from 'Jane Smith'.'''}
]
text = tokenizer.apply_chat_template(
    messages,
    tokenize = False,
    add_generation_prompt = True,
).removeprefix('<bos>')

from transformers import TextStreamer
_ = model.generate(
    **tokenizer(text, return_tensors = "pt").to("cuda"),
    max_new_tokens = 1000,
    temperature = 1, top_p = 0.95, top_k = 64,
    streamer = TextStreamer(tokenizer, skip_prompt = True),
)

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