feat: working AI integration

This commit is contained in:
Jelson Stoelben Rodrigues
2025-06-18 10:12:20 -03:00
parent 33101951bc
commit 59eb18d0de
3 changed files with 256 additions and 14 deletions

131
Cargo.lock generated
View File

@@ -17,6 +17,15 @@ version = "2.0.0"
source = "registry+https://github.com/rust-lang/crates.io-index"
checksum = "512761e0bb2578dd7380c6baaa0f4ce03e84f95e960231d1dec8bf4d7d6e2627"
[[package]]
name = "aho-corasick"
version = "1.1.3"
source = "registry+https://github.com/rust-lang/crates.io-index"
checksum = "8e60d3430d3a69478ad0993f19238d2df97c507009a52b3c10addcd7f6bcb916"
dependencies = [
"memchr",
]
[[package]]
name = "android-tzdata"
version = "0.1.1"
@@ -616,6 +625,20 @@ dependencies = [
"hashbrown",
]
[[package]]
name = "ipaddress"
version = "0.1.3"
source = "registry+https://github.com/rust-lang/crates.io-index"
checksum = "957bb9f3645d6bb7f36df99d5105b4866aa79749819d7c176a170a27dc477cbf"
dependencies = [
"lazy_static",
"libc",
"num",
"num-integer",
"num-traits",
"regex",
]
[[package]]
name = "ipnet"
version = "2.11.0"
@@ -648,6 +671,12 @@ dependencies = [
"wasm-bindgen",
]
[[package]]
name = "lazy_static"
version = "1.5.0"
source = "registry+https://github.com/rust-lang/crates.io-index"
checksum = "bbd2bcb4c963f2ddae06a2efc7e9f3591312473c50c6685e1f298068316e66fe"
[[package]]
name = "libc"
version = "0.2.172"
@@ -727,12 +756,76 @@ dependencies = [
"tempfile",
]
[[package]]
name = "num"
version = "0.4.3"
source = "registry+https://github.com/rust-lang/crates.io-index"
checksum = "35bd024e8b2ff75562e5f34e7f4905839deb4b22955ef5e73d2fea1b9813cb23"
dependencies = [
"num-bigint",
"num-complex",
"num-integer",
"num-iter",
"num-rational",
"num-traits",
]
[[package]]
name = "num-bigint"
version = "0.4.6"
source = "registry+https://github.com/rust-lang/crates.io-index"
checksum = "a5e44f723f1133c9deac646763579fdb3ac745e418f2a7af9cd0c431da1f20b9"
dependencies = [
"num-integer",
"num-traits",
]
[[package]]
name = "num-complex"
version = "0.4.6"
source = "registry+https://github.com/rust-lang/crates.io-index"
checksum = "73f88a1307638156682bada9d7604135552957b7818057dcef22705b4d509495"
dependencies = [
"num-traits",
]
[[package]]
name = "num-conv"
version = "0.1.0"
source = "registry+https://github.com/rust-lang/crates.io-index"
checksum = "51d515d32fb182ee37cda2ccdcb92950d6a3c2893aa280e540671c2cd0f3b1d9"
[[package]]
name = "num-integer"
version = "0.1.46"
source = "registry+https://github.com/rust-lang/crates.io-index"
checksum = "7969661fd2958a5cb096e56c8e1ad0444ac2bbcd0061bd28660485a44879858f"
dependencies = [
"num-traits",
]
[[package]]
name = "num-iter"
version = "0.1.45"
source = "registry+https://github.com/rust-lang/crates.io-index"
checksum = "1429034a0490724d0075ebb2bc9e875d6503c3cf69e235a8941aa757d83ef5bf"
dependencies = [
"autocfg",
"num-integer",
"num-traits",
]
[[package]]
name = "num-rational"
version = "0.4.2"
source = "registry+https://github.com/rust-lang/crates.io-index"
checksum = "f83d14da390562dca69fc84082e73e548e1ad308d24accdedd2720017cb37824"
dependencies = [
"num-bigint",
"num-integer",
"num-traits",
]
[[package]]
name = "num-traits"
version = "0.2.19"
@@ -826,6 +919,7 @@ dependencies = [
"chrono",
"dotenv",
"http",
"ipaddress",
"reqwest",
"serde_json",
]
@@ -892,10 +986,39 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
checksum = "74765f6d916ee2faa39bc8e68e4f3ed8949b48cccdac59983d287a7cb71ce9c5"
[[package]]
name = "reqwest"
version = "0.12.19"
name = "regex"
version = "1.11.1"
source = "registry+https://github.com/rust-lang/crates.io-index"
checksum = "a2f8e5513d63f2e5b386eb5106dc67eaf3f84e95258e210489136b8b92ad6119"
checksum = "b544ef1b4eac5dc2db33ea63606ae9ffcfac26c1416a2806ae0bf5f56b201191"
dependencies = [
"aho-corasick",
"memchr",
"regex-automata",
"regex-syntax",
]
[[package]]
name = "regex-automata"
version = "0.4.9"
source = "registry+https://github.com/rust-lang/crates.io-index"
checksum = "809e8dc61f6de73b46c85f4c96486310fe304c434cfa43669d7b40f711150908"
dependencies = [
"aho-corasick",
"memchr",
"regex-syntax",
]
[[package]]
name = "regex-syntax"
version = "0.8.5"
source = "registry+https://github.com/rust-lang/crates.io-index"
checksum = "2b15c43186be67a4fd63bee50d0303afffcef381492ebe2c5d87f324e1b8815c"
[[package]]
name = "reqwest"
version = "0.12.20"
source = "registry+https://github.com/rust-lang/crates.io-index"
checksum = "eabf4c97d9130e2bf606614eb937e86edac8292eaa6f422f995d7e8de1eb1813"
dependencies = [
"base64",
"bytes",
@@ -913,12 +1036,10 @@ dependencies = [
"hyper-rustls",
"hyper-tls",
"hyper-util",
"ipnet",
"js-sys",
"log",
"mime",
"native-tls",
"once_cell",
"percent-encoding",
"pin-project-lite",
"rustls-pki-types",

View File

@@ -7,5 +7,6 @@ edition = "2024"
http = {version = "1.3.1"}
dotenv = {version = "0.15.0"}
serde_json = "1.0.140"
reqwest = { version = "0.12.19", features = ["json", "cookies", "blocking"] }
chrono = { version = "0.4.41" }
reqwest = { version = "0.12.20", features = ["json", "cookies", "blocking"] }
chrono = { version = "0.4.41" }
ipaddress = {version = "0.1.3"}

View File

@@ -1,11 +1,12 @@
use std::{any::Any, env, iter};
use std::{any::Any, env, fmt::format, iter, time::Duration};
// use http::{self, response};
use chrono::{self, Timelike};
use dotenv;
use reqwest;
use serde_json;
use serde_json::{self, json};
use ipaddress;
fn main() {
match dotenv::dotenv().ok() {
@@ -30,17 +31,31 @@ fn main() {
env::var("PIPERUN_BOT_USERNAME").expect("PIPERUN_BOT_USERNAME has not been set!");
let PIPERUN_BOT_PASSWORD =
env::var("PIPERUN_BOT_PASSWORD").expect("PIPERUN_BOT_PASSWORD has not been set!");
let OLLAMA_AI_MODEL =
env::var("OLLAMA_AI_MODEL").expect("OLLAMA_AI_MODEL has not been set!");
// Print the configuration
println!("OLLAMA_URL: {}", OLLAMA_URL);
println!("OLLAMA_PORT: {}", OLLAMA_PORT);
println!("OLLAMA_AI_MODEL: {}", OLLAMA_AI_MODEL);
println!("PIPERUN_API_URL: {}", PIPERUN_API_URL);
println!("PIPERUN_CLIENT_ID: {}", PIPERUN_CLIENT_ID);
println!("PIPERUN_CLIENT_SECRET: {}", PIPERUN_CLIENT_SECRET);
println!("PIPERUN_BOT_USERNAME: {}", PIPERUN_BOT_USERNAME);
println!("PIPERUN_BOT_PASSWORD: {}", PIPERUN_BOT_PASSWORD);
// Authenticate with Piperun API
let ip_address = ipaddress::IPAddress::parse(OLLAMA_URL.to_string());
let OLLAMA_SANITIZED_IP = match ip_address {
Ok(ip) => {
if ip.is_ipv4() {
OLLAMA_URL.clone()
} else {
format!("[{}]", OLLAMA_URL.clone())
}
},
Err(e) => OLLAMA_URL.clone(),
};
// Send the authentication request
let client = reqwest::blocking::Client::new();
@@ -215,17 +230,122 @@ fn main() {
return talk_id_get_result;
})
.take(1)
.skip(9)
.take(4)
.for_each(|result| {
let json = result.unwrap().json::<serde_json::Value>().expect("Failed to deserialize response to JSON");
let talk_histories = &json["talk_histories"];
let data = &talk_histories["data"];
talk_histories.as_array().expect("Wrong message type received from talk histories").iter().rev().for_each(|message_object|
let talk = talk_histories.as_array().expect("Wrong message type received from talk histories").iter().rev().map(|message_object|
{
println!("Message obj: {:?}", message_object)
// println!("Message obj: {:?}", message_object)
let new_json_filtered = format!(
"{{
message: {},
sent_at: {},
type: {}
}}",
message_object["message"],
message_object["sent_at"],
message_object["type"]
);
// println!("{}", new_json_filtered);
new_json_filtered
}).reduce(|acc, e| {format!("{acc}\n{e}")}).expect("Error extracting talk");
let system = "
Por favor haja como se você fosse o **supervisor de atendimentos via chat** e deve avaliar o desempenho de cada agente segundo os critérios.
### Critérios de Avaliação
1. **Apresentação inicial**
- Se o agente se apresentar no início, ganha 1 ponto.
2. **Entendimento da necessidade**
- Se o cliente informar estou sem conexão ou conexão está lenta e o agente não perguntar “Como posso te ajudar?”, ganha 1 ponto.
3. **Coleta de e-mail**
- Se o agente solicitar ou confirmar o e-mail do cliente, ganha 1 ponto.
4. **Protocolo de atendimento**
- Se o agente informar o protocolo, ganha 1 ponto.
5. **Uso correto do português**
- Se o agente usar corretamente o português (inclusive “tu”, “teu”, “tua”), ganha 1 ponto.
6. **Tempo de resposta**
- Se o agente não deixar o cliente sem retorno por mais de 5 minutos, ganha 1 ponto.
7. **Paciência**
- Se o agente for paciente, mesmo com clientes impacientes, ganha 1 ponto.
8. **Educação e cordialidade**
- Se o agente usar agradecimentos, saudações e linguagem respeitosa, ganha 1 ponto.
9. **Cobertura de todas as dúvidas**
- Se o agente não ignorar nenhuma pergunta (direta ou indireta), ganha 1 ponto.
10. **Disponibilidade**
- Se o agente demonstrar que a empresa está sempre disponível para ajudar, ganha 1 ponto.
11. **Conhecimento técnico**
- Se o agente demonstrar embasamento técnico, ganha 1 ponto.
- **Desconsidere**: respostas vagamente técnicas ou suposições sem explicação (ex.: “aconteceu do nada”, alterações em Wi-Fi quando o cliente reporta dispositivo cabeado etc.).
12. **Didática**
- Se o agente explicar claramente o que fez, por que fez e indicar exatamente quais cabos ou procedimentos, ganha 1 ponto.
- **Desconsidere**: instruções vagas (“recoloque os cabos”, “poderia mexer nos cabos?”) ou sem justificativa.
---
As mensagens do chat estão estruturadas em JSON com os campos:
- **message**: conteúdo da mensagem
- **sent_at**: horário de envio
- **type**: tipo da mensagem (`IN`, `OUT` ou `SYSTEM`). As mensagens do agente são sempre do tipo `OUT`.
Caso não seja identificado um critério, atribua 0 pontos, quando identificado atribua 1 ponto.
A sua resposta deve ser uma apenas uma **tabela CSV** com as colunas: CATEGORIA,PONTOS,MOTIVO
onde cada linha contém a avaliação de um dos critérios acima
**A seguir estão as mensagens do atendimento**, em JSON, avalie e retorne um CSV.
";
// println!("{system}");
let ollama_api_request = client.post(format!("http://{OLLAMA_SANITIZED_IP}:{OLLAMA_PORT}/api/generate"))
.body(
serde_json::json!({
"model": OLLAMA_AI_MODEL,
"prompt": format!("{system} \n{talk}"),
"stream": false,
}).to_string()
);
let result = ollama_api_request.timeout(Duration::from_secs(3600)).send();
match result {
Ok(response) => {println!("Response: {:?}", response);
let response_json = response.json::<serde_json::Value>().expect("Failed to deserialize response to JSON");
println!("{}", response_json);
let ai_response = response_json["response"]
.as_str()
.expect("Failed to get AI response as string");
println!("AI Response: {}", ai_response);
let csv_response = ai_response.replace("```csv\n", "").replace("```", "");
// Save the CSV response to a file
});
let user_name = &json["agent"]["user"]["name"].as_str().unwrap_or("unknown_user");
let talk_id = &json["id"].as_u64().unwrap_or(0);
std::fs::write(format!("{} - {}.csv", user_name, talk_id), csv_response).expect("Unable to write file");
std::fs::write(format!("{} - {} - prompt.txt", user_name, talk_id), format!("{system} \n{talk}")).expect("Unable to write file");
},
Err(error) => {println!("Error {error}");}
};
// println!("Whole talk Histories \n\n{:?}", talk_histories);
// println!("\n\nData Only\n\n{:?}", data);
// println!(