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feat: add adaptors for various backends (#40)
* ollama * tgi * api-inference * OpenAI based APIs
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use super::{ | ||
internal_error, APIError, APIResponse, CompletionParams, Generation, Ide, RequestParams, NAME, | ||
VERSION, | ||
}; | ||
use reqwest::header::{HeaderMap, HeaderValue, AUTHORIZATION, USER_AGENT}; | ||
use serde::{Deserialize, Serialize}; | ||
use serde_json::Value; | ||
use std::fmt::Display; | ||
use tower_lsp::jsonrpc; | ||
|
||
fn build_tgi_body(prompt: String, params: &RequestParams) -> Value { | ||
serde_json::json!({ | ||
"inputs": prompt, | ||
"parameters": params, | ||
}) | ||
} | ||
|
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fn build_tgi_headers(api_token: Option<&String>, ide: Ide) -> Result<HeaderMap, jsonrpc::Error> { | ||
let mut headers = HeaderMap::new(); | ||
let user_agent = format!("{NAME}/{VERSION}; rust/unknown; ide/{ide:?}"); | ||
headers.insert( | ||
USER_AGENT, | ||
HeaderValue::from_str(&user_agent).map_err(internal_error)?, | ||
); | ||
|
||
if let Some(api_token) = api_token { | ||
headers.insert( | ||
AUTHORIZATION, | ||
HeaderValue::from_str(&format!("Bearer {api_token}")).map_err(internal_error)?, | ||
); | ||
} | ||
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Ok(headers) | ||
} | ||
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fn parse_tgi_text(text: &str) -> Result<Vec<Generation>, jsonrpc::Error> { | ||
let generations = | ||
match serde_json::from_str(text).map_err(internal_error)? { | ||
APIResponse::Generation(gen) => vec![gen], | ||
APIResponse::Generations(_) => { | ||
return Err(internal_error( | ||
"You are attempting to parse a result in the API inference format when using the `tgi` adaptor", | ||
)) | ||
} | ||
APIResponse::Error(err) => return Err(internal_error(err)), | ||
}; | ||
Ok(generations) | ||
} | ||
|
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fn build_api_body(prompt: String, params: &RequestParams) -> Value { | ||
build_tgi_body(prompt, params) | ||
} | ||
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fn build_api_headers(api_token: Option<&String>, ide: Ide) -> Result<HeaderMap, jsonrpc::Error> { | ||
build_tgi_headers(api_token, ide) | ||
} | ||
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fn parse_api_text(text: &str) -> Result<Vec<Generation>, jsonrpc::Error> { | ||
let generations = match serde_json::from_str(text).map_err(internal_error)? { | ||
APIResponse::Generation(gen) => vec![gen], | ||
APIResponse::Generations(gens) => gens, | ||
APIResponse::Error(err) => return Err(internal_error(err)), | ||
}; | ||
Ok(generations) | ||
} | ||
|
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fn build_ollama_body(prompt: String, params: &CompletionParams) -> Value { | ||
serde_json::json!({ | ||
"prompt": prompt, | ||
"model": params.request_body.as_ref().ok_or_else(|| internal_error("missing request_body")).expect("Unable to make request for ollama").get("model"), | ||
"stream": false, | ||
// As per [modelfile](https://github.com/jmorganca/ollama/blob/main/docs/modelfile.md#valid-parameters-and-values) | ||
"options": { | ||
"num_predict": params.request_params.max_new_tokens, | ||
"temperature": params.request_params.temperature, | ||
"top_p": params.request_params.top_p, | ||
"stop": params.request_params.stop_tokens.clone(), | ||
} | ||
}) | ||
} | ||
fn build_ollama_headers() -> Result<HeaderMap, jsonrpc::Error> { | ||
Ok(HeaderMap::new()) | ||
} | ||
|
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#[derive(Debug, Serialize, Deserialize)] | ||
struct OllamaGeneration { | ||
response: String, | ||
} | ||
|
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impl From<OllamaGeneration> for Generation { | ||
fn from(value: OllamaGeneration) -> Self { | ||
Generation { | ||
generated_text: value.response, | ||
} | ||
} | ||
} | ||
|
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#[derive(Debug, Deserialize)] | ||
#[serde(untagged)] | ||
enum OllamaAPIResponse { | ||
Generation(OllamaGeneration), | ||
Error(APIError), | ||
} | ||
|
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fn parse_ollama_text(text: &str) -> Result<Vec<Generation>, jsonrpc::Error> { | ||
let generations = match serde_json::from_str(text).map_err(internal_error)? { | ||
OllamaAPIResponse::Generation(gen) => vec![gen.into()], | ||
OllamaAPIResponse::Error(err) => return Err(internal_error(err)), | ||
}; | ||
Ok(generations) | ||
} | ||
|
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fn build_openai_body(prompt: String, params: &CompletionParams) -> Value { | ||
serde_json::json!({ | ||
"prompt": prompt, | ||
"model": params.request_body.as_ref().ok_or_else(|| internal_error("missing request_body")).expect("Unable to make request for openai").get("model"), | ||
"max_tokens": params.request_params.max_new_tokens, | ||
"temperature": params.request_params.temperature, | ||
"top_p": params.request_params.top_p, | ||
"stop": params.request_params.stop_tokens.clone(), | ||
}) | ||
} | ||
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fn build_openai_headers(api_token: Option<&String>, ide: Ide) -> Result<HeaderMap, jsonrpc::Error> { | ||
build_api_headers(api_token, ide) | ||
} | ||
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#[derive(Debug, Deserialize)] | ||
struct OpenAIGenerationChoice { | ||
text: String, | ||
} | ||
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impl From<OpenAIGenerationChoice> for Generation { | ||
fn from(value: OpenAIGenerationChoice) -> Self { | ||
Generation { | ||
generated_text: value.text, | ||
} | ||
} | ||
} | ||
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#[derive(Debug, Deserialize)] | ||
struct OpenAIGeneration { | ||
choices: Vec<OpenAIGenerationChoice>, | ||
} | ||
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#[derive(Debug, Deserialize)] | ||
#[serde(untagged)] | ||
enum OpenAIErrorLoc { | ||
String(String), | ||
Int(u32), | ||
} | ||
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impl Display for OpenAIErrorLoc { | ||
fn fmt(&self, f: &mut std::fmt::Formatter<'_>) -> std::fmt::Result { | ||
match self { | ||
OpenAIErrorLoc::String(s) => s.fmt(f), | ||
OpenAIErrorLoc::Int(i) => i.fmt(f), | ||
} | ||
} | ||
} | ||
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#[derive(Debug, Deserialize)] | ||
struct OpenAIErrorDetail { | ||
loc: OpenAIErrorLoc, | ||
msg: String, | ||
r#type: String, | ||
} | ||
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#[derive(Debug, Deserialize)] | ||
struct OpenAIError { | ||
detail: Vec<OpenAIErrorDetail>, | ||
} | ||
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impl Display for OpenAIError { | ||
fn fmt(&self, f: &mut std::fmt::Formatter<'_>) -> std::fmt::Result { | ||
for (i, item) in self.detail.iter().enumerate() { | ||
if i != 0 { | ||
writeln!(f)?; | ||
} | ||
write!(f, "{}: {} ({})", item.loc, item.msg, item.r#type)?; | ||
} | ||
Ok(()) | ||
} | ||
} | ||
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#[derive(Debug, Deserialize)] | ||
#[serde(untagged)] | ||
enum OpenAIAPIResponse { | ||
Generation(OpenAIGeneration), | ||
Error(OpenAIError), | ||
} | ||
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fn parse_openai_text(text: &str) -> Result<Vec<Generation>, jsonrpc::Error> { | ||
match serde_json::from_str(text).map_err(internal_error) { | ||
Ok(OpenAIAPIResponse::Generation(completion)) => { | ||
Ok(completion.choices.into_iter().map(|x| x.into()).collect()) | ||
} | ||
Ok(OpenAIAPIResponse::Error(err)) => Err(internal_error(err)), | ||
Err(err) => Err(internal_error(err)), | ||
} | ||
} | ||
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const TGI: &str = "tgi"; | ||
const HUGGING_FACE: &str = "huggingface"; | ||
const OLLAMA: &str = "ollama"; | ||
const OPENAI: &str = "openai"; | ||
const DEFAULT_ADAPTOR: &str = HUGGING_FACE; | ||
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fn unknown_adaptor_error(adaptor: Option<&String>) -> jsonrpc::Error { | ||
internal_error(format!("Unknown adaptor {:?}", adaptor)) | ||
} | ||
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pub fn adapt_body(prompt: String, params: &CompletionParams) -> Result<Value, jsonrpc::Error> { | ||
match params | ||
.adaptor | ||
.as_ref() | ||
.unwrap_or(&DEFAULT_ADAPTOR.to_string()) | ||
.as_str() | ||
{ | ||
TGI => Ok(build_tgi_body(prompt, ¶ms.request_params)), | ||
HUGGING_FACE => Ok(build_api_body(prompt, ¶ms.request_params)), | ||
OLLAMA => Ok(build_ollama_body(prompt, params)), | ||
OPENAI => Ok(build_openai_body(prompt, params)), | ||
_ => Err(unknown_adaptor_error(params.adaptor.as_ref())), | ||
} | ||
} | ||
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pub fn adapt_headers( | ||
adaptor: Option<&String>, | ||
api_token: Option<&String>, | ||
ide: Ide, | ||
) -> Result<HeaderMap, jsonrpc::Error> { | ||
match adaptor.unwrap_or(&DEFAULT_ADAPTOR.to_string()).as_str() { | ||
TGI => build_tgi_headers(api_token, ide), | ||
HUGGING_FACE => build_api_headers(api_token, ide), | ||
OLLAMA => build_ollama_headers(), | ||
OPENAI => build_openai_headers(api_token, ide), | ||
_ => Err(unknown_adaptor_error(adaptor)), | ||
} | ||
} | ||
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pub fn parse_generations(adaptor: Option<&String>, text: &str) -> jsonrpc::Result<Vec<Generation>> { | ||
match adaptor.unwrap_or(&DEFAULT_ADAPTOR.to_string()).as_str() { | ||
TGI => parse_tgi_text(text), | ||
HUGGING_FACE => parse_api_text(text), | ||
OLLAMA => parse_ollama_text(text), | ||
OPENAI => parse_openai_text(text), | ||
_ => Err(unknown_adaptor_error(adaptor)), | ||
} | ||
} |
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