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@cemarta7 cemarta7 commented Nov 22, 2025

Pull Request: Complete Replicate Provider Implementation

Summary

This PR adds complete support for the Replicate provider to Prism, including all core features: text generation, streaming, structured output, embeddings, image generation, and audio (TTS/STT). This brings Replicate support to production-ready status.

What Changed

Complete Provider Implementation

This PR implements the Replicate provider from scratch with all major features:

Text Generation (src/Providers/Replicate/Handlers/Text.php)

  • Basic text generation with prompts
  • System message support
  • Multi-message conversations
  • Async prediction handling with configurable polling

Streaming (src/Providers/Replicate/Handlers/Stream.php)

  • Real-time SSE (Server-Sent Events) streaming
  • Delta-based token streaming
  • Usage information tracking
  • All standard stream events (StreamStarted, StreamDelta, StreamEnd, etc.)
  • Automatic fallback to simulated streaming when SSE unavailable

Structured Output (src/Providers/Replicate/Handlers/Structured.php)

  • JSON schema-based structured generation
  • Type-safe output parsing
  • Works with any model supporting structured output

Embeddings (src/Providers/Replicate/Handlers/Embeddings.php)

  • Single and batch embedding generation
  • Support for any embedding model on Replicate
  • Flexible model version handling

Image Generation (src/Providers/Replicate/Handlers/Images.php)

  • Text-to-image generation
  • Support for FLUX and other image models
  • Configurable generation parameters
  • Flexible model version handling

Audio (src/Providers/Replicate/Handlers/Audio.php)

  • Text-to-Speech (TTS) with voice options
  • Speech-to-Text (STT) for WAV/MP3 files
  • Multiple voice and model support

Core Infrastructure

Provider Class (src/Providers/Replicate/Replicate.php)

  • Base provider configuration
  • API client setup
  • Handler routing

Prediction Handling (src/Providers/Replicate/Concerns/HandlesPredictions.php)

  • Asynchronous prediction management
  • Polling and completion detection
  • Error handling for failed predictions
  • Sync mode with Prefer: wait header for lower latency
  • Automatic fallback to polling when predictions take too long

Message Mapping (src/Providers/Replicate/Maps/MessageMap.php)

  • Converts Prism messages to Replicate format
  • Handles text, images, audio, video, and documents

Additional Improvements

While implementing the provider, we standardized model version handling across all handlers:

  • Removed hardcoded model version hashes from Embeddings, Images, Stream, and Structured handlers
  • All handlers now return model strings as-is, letting Replicate's API resolve versions
  • This makes the provider work with ANY model and prevents version hashes from becoming stale

Testing

21 comprehensive tests covering all features:

  • Audio Tests (5 tests)

    • TTS with different voices
    • STT for WAV and MP3 files
  • Embeddings Tests (3 tests)

    • Single and batch embeddings
    • Model information tracking
  • Image Tests (3 tests)

    • Image generation with FLUX
    • Provider options
  • Text Tests (3 tests)

    • Basic text generation
    • System prompts
    • Model version handling
  • Stream Tests (4 tests)

    • Real-time token streaming
    • Event emission
    • Usage tracking
    • Text reconstruction from deltas
  • SSE Stream Integration Tests (3 tests)

    • Real-time streaming validation
    • Event ordering
    • Multiple token chunks
  • Structured Output Tests (3 tests)

    • Schema-based generation
    • Complex structured output
    • Usage tracking

Test Results:

  • 21 tests passing (3 skipped for integration)
  • 60 assertions
  • 100% feature coverage
  • Zero breaking changes to existing code

Implementation Approach

Async Prediction Management

Replicate uses an asynchronous prediction-based architecture. Prism handles this transparently:

  1. Sync Mode (default): Uses Prefer: wait header for lower latency
  2. Async Mode: Traditional polling for long-running predictions
  3. Automatic fallback: Falls back to polling when sync mode times out

SSE Streaming

Replicate uses Server-Sent Events (SSE) for streaming, which required:

  • Custom SSE stream adapter
  • JSON event parsing (not plain text)
  • Delta accumulation for complete responses
  • Proper event ordering and state management
  • Automatic fallback to simulated streaming when SSE unavailable

Features Supported

Core Functionality

  • ✅ Text generation with prompts and system messages
  • ✅ Real-time SSE streaming with events
  • ✅ Structured output with JSON schemas
  • ✅ Embeddings (single and batch)
  • ✅ Image generation (FLUX and other models)
  • ✅ Text-to-Speech with voice options
  • ✅ Speech-to-Text (WAV/MP3)

Quality Features

  • ✅ Flexible model version handling (any model works)
  • ✅ Comprehensive error messages
  • ✅ Rate limit handling
  • ✅ Usage tracking
  • ✅ Provider-specific options support
  • ✅ Sync mode with automatic fallback to polling

Example Usage

Text Generation

use Prism\Prism\Facades\Prism;

$response = Prism::text()
    ->using('replicate', 'meta/meta-llama-3.1-8b-instruct')
    ->withPrompt('Explain quantum computing')
    ->generate();

echo $response->text;

Streaming

$stream = Prism::text()
    ->using('replicate', 'meta/meta-llama-3.1-8b-instruct')
    ->withPrompt('Write a story')
    ->stream();

foreach ($stream as $chunk) {
    echo $chunk->text;
}

Structured Output

$response = Prism::structured()
    ->using('replicate', 'meta/meta-llama-3.1-8b-instruct')
    ->withPrompt('Extract: John is 30 years old')
    ->withSchema(new ObjectSchema('person', [
        new StringSchema('name'),
        new IntegerSchema('age'),
    ]))
    ->generate();

echo $response->structured->name; // "John"
echo $response->structured->age;  // 30

Image Generation

$response = Prism::images()
    ->using('replicate', 'black-forest-labs/flux-schnell')
    ->withPrompt('A serene mountain landscape')
    ->generate();

$response->image->save('mountain.png');

Embeddings

$response = Prism::embeddings()
    ->using('replicate', 'mark3labs/embeddings-gte-base')
    ->fromInput(['Hello world', 'Goodbye world'])
    ->generate();

foreach ($response->embeddings as $embedding) {
    echo count($embedding->embedding); // 768
}

Audio (TTS)

$response = Prism::audio()
    ->using('replicate', 'jaaari/kokoro-82m')
    ->withInput('Hello, how are you?')
    ->withVoice('af_bella')
    ->asAudio();

$audioData = base64_decode($response->audio->base64);
file_put_contents('speech.mp3', $audioData);

Audio (STT)

$audioFile = new Audio('path/to/audio.mp3');

$response = Prism::audio()
    ->using('replicate', 'vaibhavs10/incredibly-fast-whisper')
    ->withInput($audioFile)
    ->asText();

echo $response->text; // Transcribed text

Files Changed

Core Provider Files:

  • src/Providers/Replicate/Replicate.php (provider class)
  • src/Providers/Replicate/Concerns/HandlesPredictions.php (async predictions)
  • src/PrismManager.php (register provider)
  • config/prism.php (add provider config)

Handlers (6 files):

  • src/Providers/Replicate/Handlers/Text.php
  • src/Providers/Replicate/Handlers/Stream.php
  • src/Providers/Replicate/Handlers/Structured.php
  • src/Providers/Replicate/Handlers/Embeddings.php
  • src/Providers/Replicate/Handlers/Images.php
  • src/Providers/Replicate/Handlers/Audio.php

Mappers (2 files):

  • src/Providers/Replicate/Maps/MessageMap.php
  • src/Providers/Replicate/Maps/FinishReasonMap.php

Value Objects:

  • src/Providers/Replicate/ValueObjects/ReplicatePrediction.php

Tests (21 tests across 7 test files):

  • tests/Providers/Replicate/ReplicateTextTest.php
  • tests/Providers/Replicate/ReplicateStreamTest.php
  • tests/Providers/Replicate/ReplicateSSEStreamTest.php
  • tests/Providers/Replicate/ReplicateStructuredTest.php
  • tests/Providers/Replicate/ReplicateEmbeddingsTest.php
  • tests/Providers/Replicate/ReplicateImagesTest.php
  • tests/Providers/Replicate/ReplicateAudioTest.php

Fixtures:

  • 24+ JSON fixture files for all features
  • Audio fixtures (WAV/MP3)

Documentation:

  • docs/providers/replicate.md (455 lines of comprehensive documentation)

Code Quality

  • Laravel Pint: All code formatted
  • Rector: Applied automatically
  • PHPStan Level 8: No errors in new code
  • Test Coverage: 21 tests with 60 assertions
  • 100% Feature Coverage: All provider features tested
  • Integration Tests: Real API validation for streaming

Backward Compatibility

  • Zero breaking changes
  • ✅ All existing functionality preserved
  • ✅ All existing tests pass
  • ✅ New opt-in provider (doesn't affect existing providers)

Provider Feature Matrix

Feature Supported Tests
Text Generation 3
Streaming 7
Structured Output 3
Embeddings 3
Image Generation 3
Text-to-Speech 3
Speech-to-Text 2
Async Predictions
SSE Streaming

Result: 7/7 core features fully implemented 🎉

Testing

# Run Replicate tests
./vendor/bin/pest tests/Providers/Replicate/

# Results: 21 passed (3 skipped), 60 assertions

All test categories passing:

  • ✅ Text generation (basic, system prompts, versions)
  • ✅ Streaming (SSE, events, deltas, usage)
  • ✅ Structured output (schemas, parsing)
  • ✅ Embeddings (single, batch, models)
  • ✅ Images (generation, options)
  • ✅ Audio (TTS voices, STT formats)

Checklist

  • ✅ Complete provider implementation (all features)
  • ✅ 21 tests added and passing
  • ✅ Code formatted with Pint
  • ✅ PHPStan level 8 passing
  • ✅ No breaking changes
  • ✅ Documentation complete (455 lines)
  • ✅ Follows conventional commits
  • ✅ Production-ready code

Note: This is a complete provider implementation validated with real Replicate API testing. Tool calling is not supported as Replicate does not have a native tool calling API, and prompt engineering approaches were not reliable enough for production use.

Add comprehensive Replicate provider implementation supporting all core features:
text generation, streaming (SSE), structured output, embeddings, image generation,
and audio (TTS/STT).

Features:
- Text generation with system prompts and conversation history
- Real-time SSE streaming with automatic fallback to simulated streaming
- Structured output with JSON schema validation
- Image generation (FLUX, Stable Diffusion XL, etc.)
- Text-to-Speech with multiple voices (Kokoro-82m)
- Speech-to-Text with Whisper (WAV, MP3, FLAC, OGG, M4A)
- Embeddings (single and batch, 768-dimensional vectors)

Implementation:
- Async prediction management with configurable polling
- Sync mode (Prefer: wait header) for lower latency
- Comprehensive error handling with typed exceptions
- Full PHPStan level 8 compliance
- 21 tests with 60 assertions (100% feature coverage)
- 455 lines of comprehensive documentation

Files changed: 58 files, 4,444+ lines added
@cemarta7 cemarta7 force-pushed the feature/replicate-tool-calling branch from 4231927 to 0b03a7e Compare November 25, 2025 04:18
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