refactor: improve image response handling, adjust aspect ratio defaults, and fix filename construction

- In PollinationsAI.py, modified get_image method to initialize responses set and manage concurrent image fetches with asyncio tasks, adding a while loop to yield responses as they complete
- Changed response index in get_image from 1 to 0 to align with zero-based indexing
- Introduced 'responses' set and 'finished' counter outside inner get_image function for proper progress tracking
- Updated gather() usage to run all get_image tasks concurrently after loop
- In __init__.py, enhanced use_aspect_ratio function: added checks if width and height are None before assigning aspect ratio-based defaults
- Assigned default width and height values for aspect ratios "1:1", "16:9", and "9:16" if not already specified in extra_body
- In copy_images.py, corrected get_filename function to convert tags to strings before joining with '+', ensuring proper filename formatting
- In response.py, refined is_content function to exclude Reasoning objects where is_thinking and token are both None
- Removed __eq__ method from Reasoning class to prevent comparison issues
- In web_search.py, simplified import by removing unused datetime and date modules

g4f/Provider/PollinationsAI.py

@@ -1,5 +1,6 @@
 from __future__ import annotations
 
+import time
 import json
 import random
 import requests
@@ -350,24 +351,34 @@ class PollinationsAI(AsyncGeneratorProvider, ProviderModelMixin):
         prompt = quote_plus(prompt)[:2048-len(cls.image_api_endpoint)-len(query)-8]
         url = f"{cls.image_api_endpoint}prompt/{prompt}?{query}"
         def get_image_url(i: int, seed: Optional[int] = None):
-            if i == 1:
+            if i == 0:
                 if not cache and seed is None:
                     seed = random.randint(0, 2**32)
             else:
                 seed = random.randint(0, 2**32)
             return f"{url}&seed={seed}" if seed else url
         async with ClientSession(headers=DEFAULT_HEADERS, connector=get_connector(proxy=proxy)) as session:
-            async def get_image(i: int, seed: Optional[int] = None):
+            responses = set()
+            finished = 0
+            async def get_image(responses: set, i: int, seed: Optional[int] = None):
+                nonlocal finished
+                start = time.time()
                 async with session.get(get_image_url(i, seed), allow_redirects=False, headers={"referer": referrer}) as response:
                     try:
                         await raise_for_status(response)
                     except Exception as e:
                         debug.error(f"Error fetching image: {e}")
-                        return str(response.url)
-                    return str(response.url)
-            yield ImageResponse(await asyncio.gather(*[
-                get_image(i, seed) for i in range(int(n))
-            ]), prompt)
+                    responses.add(Reasoning(status=f"Image #{i+1} generated in {time.time() - start:.2f}s"))
+                    responses.add(ImageResponse(str(response.url), prompt))
+                    finished += 1
+            tasks = []
+            for i in range(int(n)):
+                tasks.append(asyncio.create_task(get_image(responses, i, seed)))
+            while finished < n or len(responses) > 0:
+                while len(responses) > 0:
+                    yield responses.pop()
+                await asyncio.sleep(0.1)
+            await asyncio.gather(*tasks)
 
     @classmethod
     async def _generate_text(

g4f/image/__init__.py

@@ -287,24 +287,25 @@ def to_input_audio(audio: ImageType, filename: str = None) -> str:
 
 def use_aspect_ratio(extra_body: dict, aspect_ratio: str) -> Image:
     extra_body = {key: value for key, value in extra_body.items() if value is not None}
-    if aspect_ratio == "1:1":
-        extra_body = {
-            "width": 1024,
-            "height": 1024,
-            **extra_body
-        }
-    elif aspect_ratio == "16:9":
-        extra_body = {
-            "width": 832,
-            "height": 480,
-            **extra_body
-        }
-    elif aspect_ratio == "9:16":
-        extra_body = {
-            "width": 480,
-            "height": 832,
-            **extra_body
-        }
+    if extra_body.get("width") is None or extra_body.get("height") is None:
+        if aspect_ratio == "1:1":
+            extra_body = {
+                "width": extra_body.get("width", 1024),
+                "height": extra_body.get("height", 1024),
+                **extra_body
+            }
+        elif aspect_ratio == "16:9":
+            extra_body = {
+                "width": extra_body.get("width", 832),
+                "height": extra_body.get("height", 480),
+                **extra_body
+            }
+        elif aspect_ratio == "9:16":
+            extra_body = {
+                "width": extra_body.get("width", 480),
+                "height": extra_body.get("height", 832),
+                **extra_body
+            }
     return extra_body
 
 class ImageDataResponse():

g4f/image/copy_images.py

@@ -79,7 +79,7 @@ async def save_response_media(response: StreamResponse, prompt: str, tags: list[
 def get_filename(tags: list[str], alt: str, extension: str, image: str) -> str:
     return "".join((
         f"{int(time.time())}_",
-        f"{secure_filename('+'.join([tag for tag in tags if tag]))}+" if tags else "",
+        f"{secure_filename('+'.join([str(tag) for tag in tags if tag]))}+" if tags else "",
         f"{secure_filename(alt)}_",
         hashlib.sha256(image.encode()).hexdigest()[:16],
         extension

g4f/providers/base_provider.py

@@ -61,6 +61,8 @@ PARAMETER_EXAMPLES = {
     "conversation": {"conversation_id": "550e8400-e29b-11d4-a716-...", "message_id": "550e8400-e29b-11d4-a716-..."},
     "seed": 42,
     "tools": [],
+    "width": 1024,
+    "height": 1024,
 }
 
 class AbstractProvider(BaseProvider):

g4f/providers/response.py

@@ -7,7 +7,11 @@ from abc import abstractmethod
 from urllib.parse import quote_plus, unquote_plus
 
 def is_content(chunk):
-    return isinstance(chunk, (str, MediaResponse, AudioResponse, Reasoning, ToolCalls))
+    if isinstance(chunk, Reasoning):
+        if chunk.is_thinking is None and chunk.token is None:
+            return False
+        return True
+    return isinstance(chunk, (str, MediaResponse, AudioResponse, ToolCalls))
 
 def quote_url(url: str) -> str:
     """
@@ -203,11 +207,6 @@ class Reasoning(ResponseType):
             return f"{self.status}\n"
         return ""
 
-    def __eq__(self, other: Reasoning):
-        return (self.token == other.token and
-                self.status == other.status and
-                self.is_thinking == other.is_thinking)
-
     def get_dict(self) -> Dict:
         """Return a dictionary representation of the reasoning."""
         if self.label is not None:

g4f/tools/web_search.py

@@ -5,7 +5,7 @@ import json
 import hashlib
 from pathlib import Path
 from urllib.parse import urlparse, quote_plus
-from datetime import datetime, date
+from datetime import date
 import asyncio
 
 # Optional dependencies