use super::message::{Message, MessageContent}; use crate::utils::count_tokens; use anyhow::{bail, Result}; use serde::{Deserialize, Deserializer}; const PER_MESSAGES_TOKENS: usize = 5; const BASIS_TOKENS: usize = 2; #[derive(Debug, Clone)] pub struct Model { pub client_name: String, pub name: String, pub max_input_tokens: Option, pub max_output_tokens: Option, pub extra_fields: Option>, pub capabilities: ModelCapabilities, } impl Default for Model { fn default() -> Self { Model::new("", "") } } impl Model { pub fn new(client_name: &str, name: &str) -> Self { Self { client_name: client_name.into(), name: name.into(), extra_fields: None, max_input_tokens: None, max_output_tokens: None, capabilities: ModelCapabilities::Text, } } pub fn from_config(client_name: &str, models: &[ModelConfig]) -> Vec { models .iter() .map(|v| { Model::new(client_name, &v.name) .set_capabilities(v.capabilities) .set_max_input_tokens(v.max_input_tokens) .set_max_output_tokens(v.max_output_tokens) .set_extra_fields(v.extra_fields.clone()) }) .collect() } pub fn find(models: &[Self], value: &str) -> Option { let mut model = None; let (client_name, model_name) = match value.split_once(':') { Some((client_name, model_name)) => { if model_name.is_empty() { (client_name, None) } else { (client_name, Some(model_name)) } } None => (value, None), }; match model_name { Some(model_name) => { if let Some(found) = models.iter().find(|v| v.id() == value) { model = Some(found.clone()); } else if let Some(found) = models.iter().find(|v| v.client_name == client_name) { let mut found = found.clone(); found.name = model_name.to_string(); model = Some(found) } } None => { if let Some(found) = models.iter().find(|v| v.client_name == client_name) { model = Some(found.clone()); } } } model } pub fn id(&self) -> String { format!("{}:{}", self.client_name, self.name) } pub fn set_capabilities(mut self, capabilities: ModelCapabilities) -> Self { self.capabilities = capabilities; self } pub fn set_extra_fields( mut self, extra_fields: Option>, ) -> Self { self.extra_fields = extra_fields; self } pub fn set_max_input_tokens(mut self, max_input_tokens: Option) -> Self { match max_input_tokens { None | Some(0) => self.max_input_tokens = None, _ => self.max_input_tokens = max_input_tokens, } self } pub fn set_max_output_tokens(mut self, max_output_tokens: Option) -> Self { match max_output_tokens { None | Some(0) => self.max_output_tokens = None, _ => self.max_output_tokens = max_output_tokens, } self } pub fn messages_tokens(&self, messages: &[Message]) -> usize { messages .iter() .map(|v| { match &v.content { MessageContent::Text(text) => count_tokens(text), MessageContent::Array(_) => 0, // TODO } }) .sum() } pub fn total_tokens(&self, messages: &[Message]) -> usize { if messages.is_empty() { return 0; } let num_messages = messages.len(); let message_tokens = self.messages_tokens(messages); if messages[num_messages - 1].role.is_user() { num_messages * PER_MESSAGES_TOKENS + message_tokens } else { (num_messages - 1) * PER_MESSAGES_TOKENS + message_tokens } } pub fn max_input_tokens_limit(&self, messages: &[Message]) -> Result<()> { let total_tokens = self.total_tokens(messages) + BASIS_TOKENS; if let Some(max_input_tokens) = self.max_input_tokens { if total_tokens >= max_input_tokens { bail!("Exceed max input tokens limit") } } Ok(()) } pub fn merge_extra_fields(&self, body: &mut serde_json::Value) { if let (Some(body), Some(extra_fields)) = (body.as_object_mut(), &self.extra_fields) { for (key, extra_field) in extra_fields { if body.contains_key(key) { if let (Some(sub_body), Some(extra_field)) = (body[key].as_object_mut(), extra_field.as_object()) { for (subkey, sub_field) in extra_field { if !sub_body.contains_key(subkey) { sub_body.insert(subkey.clone(), sub_field.clone()); } } } } else { body.insert(key.clone(), extra_field.clone()); } } } } } #[derive(Debug, Clone, Deserialize)] pub struct ModelConfig { pub name: String, pub max_input_tokens: Option, pub max_output_tokens: Option, pub extra_fields: Option>, #[serde(deserialize_with = "deserialize_capabilities")] #[serde(default = "default_capabilities")] pub capabilities: ModelCapabilities, } bitflags::bitflags! { #[derive(Debug, Clone, Copy, PartialEq)] pub struct ModelCapabilities: u32 { const Text = 0b00000001; const Vision = 0b00000010; } } impl From<&str> for ModelCapabilities { fn from(value: &str) -> Self { let value = if value.is_empty() { "text" } else { value }; let mut output = ModelCapabilities::empty(); if value.contains("text") { output |= ModelCapabilities::Text; } if value.contains("vision") { output |= ModelCapabilities::Vision; } output } } fn deserialize_capabilities<'de, D>(deserializer: D) -> Result where D: Deserializer<'de>, { let value: String = Deserialize::deserialize(deserializer)?; Ok(value.as_str().into()) } fn default_capabilities() -> ModelCapabilities { ModelCapabilities::Text }