def forward(self, x): x = x + self.attn(self.norm1(x)) x = x + self.conv(self.norm2(x)) x = x + self.ffn(self.norm2(x)) return x
Because the CompleteTinyModelRaven Top runs locally, there is no data leakage to API endpoints. However, the model is not aligned against harmful content by default. The base "Raven Top" was trained on a filtered Common Crawl subset, but developers should implement their own safety guardrails if deploying in public-facing applications. completetinymodelraven top
Most tiny models require you to hunt for a separate tokenizer configuration or manually implement generation loops. The CompleteTinyModelRaven Top ships as a self-contained .bin file paired with a generation_config.json . A single line of Python loads the entire ecosystem: def forward(self, x): x = x + self