AI ??? ?????, ?? ?? ???? ????, ??? ??? ????, ??? ??? ??? ? ?? ??? ?? ??? ?? ???? ????. ??? ??? ?????, ??? ?? ??? ?? ??? ????? ?? ???? ???? ?? ????? ? ????. ??? ??? ???? ????? ??? ?? ???? ?? ???? ??? ??? ??? ? ?? ??? ??? ?????

Hugging Face? ?? API? ?????. ??? AI ??? ???? ???? ??????. ??? ? ??? ???? ???? ?? ??, ??? ?? ??? ????? ?????. ??? ??? ????????? ??? ??? ??? ? Hugging Face? ???? AI ??? ? ?? ??? ??????.

? ?????? AI ??? ??? ????? ??? ? ?? Spring Boot? ???? ?? ??? ??????? ???? ??? ??? ??????. ??? ? ?? ??? ??? ????.

---

? ??? ?? ??

• AI ?? ???: Hugging Face? Inference API? ???? ??? ???? ????? ??? ?????.
• ??? ??: ??? ??? ?? ??? Spring Boot ??????? ?????.
• ??? ??: ?? ????? ???? ??? ? ??? ??? ?? ?????? ???? ??????.

????? ??? AI ??? ????? ???? ?? ??? ?? ???? ?? ??? ???? ??? ?? ? ?? ??? ??? ?? ???. ???? ?? ??? ??? ??? ??? ???? ??? ???!

---

?? ?? ?? ?? API? ???? ??? ??????

Hugging Face? AI ??? ??? ??? ??? ??? ????.

• ?? ???: ??? ????? ??? ??? ????. API? ????? ?? ???.
• ???: ??? ??, ??? ?? ?? ?? ??? ?? 150,000? ??? ??? ??????.
• ???: ?????? ? ???? ??? ?????.

---

? ??? ?? ???

??? ??? ?? ??? ?? Spring Boot ??????? QuickAI? ??? ????.

1. ??? ??: ????? ???? ???? ???? ????.
2. ??? ??: ??? ??? ??? ??? ?????.
3. API ?? ??: Swagger? ???? API? ????? ?? ?????.

---

? ????

1??: Hugging Face? ?????

huggingface.co? ?? ?? ??? ??? ??? ????.

2??: API ? ??

?? ???? ???? API ?? ?????. ? ?? ???? Spring Boot ??????? Hugging Face? Inference API? ?? ??? ? ????.

3??: ?? ??

Hugging Face ?? ??? ???? ???? ??? ??? ????. ? ??????? ??? ?????.

• ??? ?? ??(?: HuggingFaceH4/zephyr-7b-beta).
• ??? ?? ??(?: Stabilityai/stable-diffusion-xl-base-1.0)

---

?? ??? ?? ???? ??

1??: ? Spring Boot ???? ??

Spring Initializr? ???? ?? ????? ????? ?????.

• Spring WebFlux: ???, ??? API ???.
• ??: ??? ??? ????.
• Swagger: API ???.

2??: ???? ?? ?? ??

application.properties ??? Hugging Face API ?? ?? URL? ?????.

huggingface.text.api.url=https://api-inference.huggingface.co/models/your-text-model
huggingface.api.key=your-api-key-here
huggingface.image.api.url=https://api-inference.huggingface.co/models/your-image-model

? ??? ??????

??? ??? ???? ??? ? ??? ??? ?? ???? ??? ?????. ?? ??????!

1. ??? ?? ???:

@Service
public class LLMService {
    private final WebClient webClient;
    private static final Logger logger = LoggerFactory.getLogger(LLMService.class);

    // Constructor to initialize WebClient with Hugging Face API URL and API key
    public LLMService(@Value("${huggingface.text.api.url}") String apiUrl,
                      @Value("${huggingface.api.key}") String apiKey) {
        this.webClient = WebClient.builder()
                .baseUrl(apiUrl) // Set the base URL for the API
                .defaultHeader("Authorization", "Bearer " + apiKey) // Add API key to the header
                .build();
    }

    // Method to generate text using Hugging Face's Inference API
    public Mono<String> generateText(String prompt) {
        // Validate the input prompt
        if (prompt == null || prompt.trim().isEmpty()) {
            return Mono.error(new IllegalArgumentException("Prompt must not be null or empty"));
        }

        // Create the request body with the prompt
        Map<String, String> body = Collections.singletonMap("inputs", prompt);

        // Make a POST request to the Hugging Face API
        return webClient.post()
                .bodyValue(body) 
                .retrieve() 
                .bodyToMono(String.class) 
                .doOnSuccess(response -> logger.info("Response received: {}", response)) // Log successful responses
                .doOnError(error -> logger.error("Error during API call", error)) // Log errors
                .retryWhen(Retry.backoff(3, Duration.ofMillis(500))) // Retry on failure with exponential backoff
                .timeout(Duration.ofSeconds(5)) // Set a timeout for the API call
                .onErrorResume(error -> Mono.just("Fallback response due to error: " + error.getMessage())); // Provide a fallback response on error
    }
}

2. ??? ?? ???:

@Service
public class ImageGenerationService {

    private static final Logger logger = LoggerFactory.getLogger(ImageGenerationService.class);
    private final WebClient webClient;

    public ImageGenerationService(@Value("${huggingface.image.api.url}") String apiUrl,
                                  @Value("${huggingface.api.key}") String apiKey) {
        this.webClient = WebClient.builder()
                .baseUrl(apiUrl)
                .defaultHeader("Authorization", "Bearer " + apiKey)
                .build();
    }

    public Mono<byte[]> generateImage(String prompt) {
        if (prompt == null || prompt.trim().isEmpty()) {
            return Mono.error(new IllegalArgumentException("Prompt must not be null or empty"));
        }

        Map<String, String> body = Collections.singletonMap("inputs", prompt);

        return webClient.post()
                .bodyValue(body)
                .retrieve()
                .bodyToMono(byte[].class) / Convert the response to a Mono<byte[]> (image bytes)
                .timeout(Duration.ofSeconds(10)) // Timeout after 10 seconds
                .retryWhen(Retry.backoff(3, Duration.ofMillis(500))) // Retry logic
                .doOnSuccess(response -> logger.info("Image generated successfully for prompt: {}", prompt))
                .doOnError(error -> logger.error("Error generating image for prompt: {}", prompt, error))
                .onErrorResume(WebClientResponseException.class, ex -> {
                    logger.error("HTTP error during image generation: {}", ex.getMessage(), ex);
                    return Mono.error(new RuntimeException("Error generating image: " + ex.getMessage()));
                })
                .onErrorResume(TimeoutException.class, ex -> {
                    logger.error("Timeout while generating image for prompt: {}", prompt);
                    return Mono.error(new RuntimeException("Request timed out"));
                });
    }
}

?? ????? ? ??: ?

1. ??? ?? ?????:

2. ??? ?? ?????:

? ???? ????

??? ??? ????? QuickAI GitHub ???? ???? ?? ??? ?? ??? ???. ????? ???? ?? ?????.

????

? ????? ? ???? ??????

• ????? ? ??? ??? ? API ??? Swagger UI? ??????.
• ???? ????? ?????(?: React, Angular ?? ?? HTML/CSS/Vanilla JS)? ???? ??? ????? ?? ?????.

? ?????. ???? ?????.

?? Hugging Face? ???? ??? ?????:

1. ???????? AI ??? ??? ?????
2. ??? ??: ?????? ???? ???? ????.
3. ??? ??: ??? ??? ??? ??? ?????.

? ????!

LinkedIn?? ?? ?? ?? ??? ??? ?? ??? ??? Portfolio? GitHub?? ?? ?? ????? ?????.

???? ?? ??? ??? ??? ??? ????? ??? ??? ??????.

??? ?????! ?

? ??? ??? AI ?? ??: AI ?? ?? ? ??(Spring Boot ? Hugging Face)? ?? ?????. ??? ??? PHP ??? ????? ?? ?? ??? ?????!