Added video studio router and endpoints. Added research router and endpoints. Added youtube router and endpoints. Added onboarding utils router and endpoints. Added onboarding utils service. Added onboarding utils models. Added onboarding utils routes. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils. Added onboarding utils utils.
This commit is contained in:
ajaysi
374
backend/services/wavespeed/generators/image.py
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374
backend/services/wavespeed/generators/image.py
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@@ -0,0 +1,374 @@
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"""
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Image generation generator for WaveSpeed API.
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"""
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import time
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import requests
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from typing import Optional
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from requests import exceptions as requests_exceptions
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from fastapi import HTTPException
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from utils.logger_utils import get_service_logger
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logger = get_service_logger("wavespeed.generators.image")
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class ImageGenerator:
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"""Image generation generator."""
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def __init__(self, api_key: str, base_url: str, polling):
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"""Initialize image generator.
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Args:
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api_key: WaveSpeed API key
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base_url: WaveSpeed API base URL
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polling: WaveSpeedPolling instance for async operations
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"""
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self.api_key = api_key
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self.base_url = base_url
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self.polling = polling
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def _get_headers(self) -> dict:
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"""Get HTTP headers for API requests."""
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return {
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"Content-Type": "application/json",
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"Authorization": f"Bearer {self.api_key}",
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}
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def generate_image(
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self,
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model: str,
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prompt: str,
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width: int = 1024,
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height: int = 1024,
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num_inference_steps: Optional[int] = None,
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guidance_scale: Optional[float] = None,
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negative_prompt: Optional[str] = None,
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seed: Optional[int] = None,
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enable_sync_mode: bool = True,
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timeout: int = 120,
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**kwargs
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) -> bytes:
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"""
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Generate image using WaveSpeed AI models (Ideogram V3 or Qwen Image).
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Args:
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model: Model to use ("ideogram-v3-turbo" or "qwen-image")
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prompt: Text prompt for image generation
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width: Image width (default: 1024)
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height: Image height (default: 1024)
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num_inference_steps: Number of inference steps
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guidance_scale: Guidance scale for generation
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negative_prompt: Negative prompt (what to avoid)
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seed: Random seed for reproducibility
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enable_sync_mode: If True, wait for result and return it directly (default: True)
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timeout: Request timeout in seconds (default: 120)
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**kwargs: Additional parameters
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Returns:
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bytes: Generated image bytes
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"""
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# Map model names to WaveSpeed API paths
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model_paths = {
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"ideogram-v3-turbo": "ideogram-ai/ideogram-v3-turbo",
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"qwen-image": "wavespeed-ai/qwen-image/text-to-image",
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}
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model_path = model_paths.get(model)
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if not model_path:
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raise ValueError(f"Unsupported image model: {model}. Supported: {list(model_paths.keys())}")
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url = f"{self.base_url}/{model_path}"
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payload = {
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"prompt": prompt,
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"width": width,
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"height": height,
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"enable_sync_mode": enable_sync_mode,
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}
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# Add optional parameters
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if num_inference_steps is not None:
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payload["num_inference_steps"] = num_inference_steps
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if guidance_scale is not None:
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payload["guidance_scale"] = guidance_scale
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if negative_prompt:
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payload["negative_prompt"] = negative_prompt
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if seed is not None:
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payload["seed"] = seed
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# Add any extra parameters
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for key, value in kwargs.items():
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if key not in payload:
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payload[key] = value
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logger.info(f"[WaveSpeed] Generating image via {url} (model={model}, prompt_length={len(prompt)})")
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response = requests.post(url, headers=self._get_headers(), json=payload, timeout=timeout)
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if response.status_code != 200:
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logger.error(f"[WaveSpeed] Image generation failed: {response.status_code} {response.text}")
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raise HTTPException(
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status_code=502,
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detail={
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"error": "WaveSpeed image generation failed",
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"status_code": response.status_code,
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"response": response.text,
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},
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)
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response_json = response.json()
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data = response_json.get("data") or response_json
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# Check status - if "created" or "processing", we need to poll even in sync mode
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status = data.get("status", "").lower()
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outputs = data.get("outputs") or []
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prediction_id = data.get("id")
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# Handle sync mode - result should be directly in outputs
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if enable_sync_mode:
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# If we have outputs and status is "completed", use them directly
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if outputs and status == "completed":
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logger.info(f"[WaveSpeed] Got immediate results from sync mode (status: {status})")
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image_url = self._extract_image_url(outputs)
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return self._download_image(image_url, timeout)
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# Sync mode returned "created" or "processing" status - need to poll
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if not prediction_id:
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logger.error(f"[WaveSpeed] Sync mode returned status '{status}' but no prediction ID: {response.text}")
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raise HTTPException(
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status_code=502,
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detail="WaveSpeed sync mode returned async response without prediction ID",
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)
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logger.info(
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f"[WaveSpeed] Sync mode returned status '{status}' with no outputs. "
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f"Falling back to polling (prediction_id: {prediction_id})"
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)
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# Async mode OR sync mode that returned "created"/"processing" - poll for result
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if not prediction_id:
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logger.error(f"[WaveSpeed] No prediction ID in response: {response.text}")
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raise HTTPException(
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status_code=502,
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detail="WaveSpeed response missing prediction id",
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)
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# Poll for result (use longer timeout for image generation)
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logger.info(f"[WaveSpeed] Polling for image generation result (prediction_id: {prediction_id}, status: {status})")
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result = self.polling.poll_until_complete(prediction_id, timeout_seconds=240, interval_seconds=1.0)
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outputs = result.get("outputs") or []
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if not outputs:
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raise HTTPException(status_code=502, detail="WaveSpeed image generator returned no outputs")
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image_url = self._extract_image_url(outputs)
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return self._download_image(image_url, timeout=60)
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def generate_character_image(
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self,
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prompt: str,
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reference_image_bytes: bytes,
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style: str = "Auto",
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aspect_ratio: str = "16:9",
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rendering_speed: str = "Default",
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timeout: Optional[int] = None,
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) -> bytes:
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"""
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Generate image using Ideogram Character API to maintain character consistency.
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Creates variations of a reference character image while respecting the base appearance.
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Note: This API is always async and requires polling for results.
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Args:
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prompt: Text prompt describing the scene/context for the character
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reference_image_bytes: Reference image bytes (base avatar)
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style: Character style type ("Auto", "Fiction", or "Realistic")
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aspect_ratio: Aspect ratio ("1:1", "16:9", "9:16", "4:3", "3:4")
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rendering_speed: Rendering speed ("Default", "Turbo", "Quality")
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timeout: Total timeout in seconds for submission + polling (default: 180)
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Returns:
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bytes: Generated image bytes with consistent character
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"""
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import base64
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# Encode reference image to base64
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image_base64 = base64.b64encode(reference_image_bytes).decode('utf-8')
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# Add data URI prefix
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image_data_uri = f"data:image/png;base64,{image_base64}"
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url = f"{self.base_url}/ideogram-ai/ideogram-character"
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payload = {
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"prompt": prompt,
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"image": image_data_uri,
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"style": style,
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"aspect_ratio": aspect_ratio,
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"rendering_speed": rendering_speed,
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}
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logger.info(f"[WaveSpeed] Generating character image via Ideogram Character (prompt_length={len(prompt)})")
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# Retry on transient connection failures
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max_retries = 2
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retry_delay = 2.0
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for attempt in range(max_retries + 1):
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try:
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response = requests.post(
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url,
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headers=self._get_headers(),
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json=payload,
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timeout=(30, 30)
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)
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break
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except (requests_exceptions.ConnectTimeout, requests_exceptions.ConnectionError) as e:
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if attempt < max_retries:
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logger.warning(f"[WaveSpeed] Connection attempt {attempt + 1}/{max_retries + 1} failed, retrying in {retry_delay}s: {e}")
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time.sleep(retry_delay)
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retry_delay *= 2
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continue
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else:
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error_type = "Connection timeout" if isinstance(e, requests_exceptions.ConnectTimeout) else "Connection error"
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logger.error(f"[WaveSpeed] {error_type} to Ideogram Character API after {max_retries + 1} attempts: {e}")
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raise HTTPException(
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status_code=504 if isinstance(e, requests_exceptions.ConnectTimeout) else 502,
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detail={
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"error": f"{error_type} to WaveSpeed Ideogram Character API",
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"message": "Unable to establish connection to the image generation service after multiple attempts. Please check your network connection and try again.",
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"exception": str(e),
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"retry_recommended": True,
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},
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)
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except requests_exceptions.Timeout as e:
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logger.error(f"[WaveSpeed] Request timeout to Ideogram Character API: {e}")
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raise HTTPException(
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status_code=504,
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detail={
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"error": "Request timeout to WaveSpeed Ideogram Character API",
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"message": "The image generation request took too long. Please try again.",
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"exception": str(e),
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},
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)
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if response.status_code != 200:
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logger.error(f"[WaveSpeed] Character image generation failed: {response.status_code} {response.text}")
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raise HTTPException(
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status_code=502,
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detail={
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"error": "WaveSpeed Ideogram Character generation failed",
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"status_code": response.status_code,
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"response": response.text,
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},
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)
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response_json = response.json()
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data = response_json.get("data") or response_json
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# Extract prediction ID
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prediction_id = data.get("id")
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if not prediction_id:
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logger.error(f"[WaveSpeed] No prediction ID in response: {response.text}")
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raise HTTPException(
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status_code=502,
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detail="WaveSpeed Ideogram Character response missing prediction id",
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)
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# Ideogram Character API is always async - check status and poll if needed
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outputs = data.get("outputs") or []
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status = data.get("status", "unknown")
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logger.info(f"[WaveSpeed] Ideogram Character task created: prediction_id={prediction_id}, status={status}")
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# If status is already completed, use outputs directly (unlikely but possible)
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if outputs and status == "completed":
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logger.info(f"[WaveSpeed] Got immediate results from Ideogram Character")
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else:
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# Always need to poll for results (API is async)
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logger.info(f"[WaveSpeed] Polling for Ideogram Character result (status: {status}, prediction_id: {prediction_id})")
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polling_timeout = timeout if timeout else None
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result = self.polling.poll_until_complete(
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prediction_id,
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timeout_seconds=polling_timeout,
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interval_seconds=0.5,
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)
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if not isinstance(result, dict):
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logger.error(f"[WaveSpeed] Unexpected result type: {type(result)}, value: {result}")
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raise HTTPException(
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status_code=502,
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detail="WaveSpeed Ideogram Character returned unexpected response format",
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)
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outputs = result.get("outputs") or []
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status = result.get("status", "unknown")
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if status != "completed":
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error_msg = "Unknown error"
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if isinstance(result, dict):
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error_msg = result.get("error") or result.get("message") or str(result.get("details", "Unknown error"))
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else:
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error_msg = str(result)
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logger.error(f"[WaveSpeed] Ideogram Character task did not complete: status={status}, error={error_msg}")
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raise HTTPException(
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status_code=502,
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detail={
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"error": "WaveSpeed Ideogram Character task failed",
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"status": status,
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"message": error_msg,
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||||
}
|
||||
)
|
||||
|
||||
# Extract image URL from outputs
|
||||
if not outputs:
|
||||
logger.error(f"[WaveSpeed] No outputs after polling: status={status}")
|
||||
raise HTTPException(
|
||||
status_code=502,
|
||||
detail="WaveSpeed Ideogram Character returned no outputs",
|
||||
)
|
||||
|
||||
image_url = self._extract_image_url(outputs)
|
||||
return self._download_image(image_url, timeout=60)
|
||||
|
||||
def _extract_image_url(self, outputs: list) -> str:
|
||||
"""Extract image URL from outputs."""
|
||||
if not isinstance(outputs, list) or len(outputs) == 0:
|
||||
raise HTTPException(
|
||||
status_code=502,
|
||||
detail="WaveSpeed image generator output format not recognized",
|
||||
)
|
||||
|
||||
first_output = outputs[0]
|
||||
if isinstance(first_output, str):
|
||||
image_url = first_output
|
||||
elif isinstance(first_output, dict):
|
||||
image_url = first_output.get("url") or first_output.get("image_url") or first_output.get("output")
|
||||
else:
|
||||
raise HTTPException(
|
||||
status_code=502,
|
||||
detail="WaveSpeed image generator output format not recognized",
|
||||
)
|
||||
|
||||
if not image_url or not (image_url.startswith("http://") or image_url.startswith("https://")):
|
||||
raise HTTPException(
|
||||
status_code=502,
|
||||
detail="WaveSpeed image generator output format not recognized",
|
||||
)
|
||||
|
||||
return image_url
|
||||
|
||||
def _download_image(self, image_url: str, timeout: int = 60) -> bytes:
|
||||
"""Download image from URL."""
|
||||
logger.info(f"[WaveSpeed] Fetching image from URL: {image_url}")
|
||||
image_response = requests.get(image_url, timeout=timeout)
|
||||
if image_response.status_code == 200:
|
||||
image_bytes = image_response.content
|
||||
logger.info(f"[WaveSpeed] Image generated successfully (size: {len(image_bytes)} bytes)")
|
||||
return image_bytes
|
||||
else:
|
||||
logger.error(f"[WaveSpeed] Failed to fetch image from URL: {image_response.status_code}")
|
||||
raise HTTPException(
|
||||
status_code=502,
|
||||
detail="Failed to fetch generated image from WaveSpeed URL",
|
||||
)
|
||||
Reference in New Issue
Block a user