Y/R codding channel X python tools
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📈 Analytical overview of Telegram channel Y/R codding channel X python tools
Channel Y/R codding channel X python tools (@coddingchannelxpythontools) in the Arabic language segment is an active participant. Currently, the community unites 22 009 subscribers, ranking in the Other category and 5 255 in the Iraq region.
📊 Audience metrics and dynamics
Since its creation on невідомо, the project has demonstrated rapid growth, gathering an audience of 22 009 subscribers.
According to the latest data from 06 September, 2026, the channel demonstrates stable activity. Although there has been a change in the number of participants by 4 809 over the last 30 days and by 649 over the last 24 hours, overall reach remains high.
- Verification status: Not verified
- Engagement rate (ER): The average audience engagement rate is 0.35%. Within the first 24 hours after publication, content typically collects 1.90% reactions from the total number of subscribers.
- Post reach: On average, each post receives 77 views. Within the first day, a publication typically gains 419 views.
- Reactions and interaction: The audience actively supports content: the average number of reactions per post is 1.
- Thematic interests: Content is focused on key topics such as حُجه.
📝 Description and content policy
The author describes the resource as a platform for expressing subjective opinions:
“قناة ادوات بايثون و افكار و كمان شوي عشوائية و مزح”
Thanks to the high frequency of updates (latest data received on 07 September, 2026), the channel maintains relevance and a high level of publication reach. Analytics show that the audience actively interacts with content, making it an important point of influence in the Other category.
22 009
Subscribers
+64924 hours
+1 0317 days
+4 80930 days
Posts Archive
2 days left for releasing the anti bad pfps code with a smart 2b ai
it can even reply to the leaving chat msg and it can delete it
The plan :
26/27 augest: local ai pfp checker
29 augest: statring making requirements for frederica v1.2
import os
import shutil
HOME = os.path.expanduser("~")
LLAMA_DIR = os.path.join(HOME, "llama.cpp")
DOWNLOAD_DIR = "/sdcard/Download"
OLD_FILES = [
"SmolVLM-256M-Instruct-Q4_K_M.gguf",
"mmproj-SmolVLM-256M-Instruct-f16.gguf"
]
NEW_FILES = [
"Qwen3VL-2B-Instruct-Q4_K_M.gguf",
"mmproj-Qwen3VL-2B-Instruct-Q8_0.gguf"
]
COLOR_RESET = "\033[0m"
COLOR_RED = "\033[31m"
COLOR_GREEN = "\033[32m"
COLOR_CYAN = "\033[36m"
COLOR_YELLOW = "\033[33m"
COLOR_MAGENTA = "\033[35m"
def mb(path):
return os.path.getsize(path) / 1024 / 1024 if os.path.exists(path) else 0
def main():
os.system("clear" if os.name != "nt" else "cls")
print(f"{COLOR_MAGENTA}=============================================={COLOR_RESET}")
print(f"{COLOR_MAGENTA} QWEN3-VL-2B AI INSTALLER{COLOR_RESET}")
print(f"{COLOR_MAGENTA}=============================================={COLOR_RESET}")
print(f"\n{COLOR_CYAN}[INFO]{COLOR_RESET} Source: {DOWNLOAD_DIR}")
print(f"{COLOR_CYAN}[INFO]{COLOR_RESET} Target: {LLAMA_DIR}")
if not os.path.isdir(LLAMA_DIR):
print(f"\n{COLOR_RED}[ERROR] llama.cpp folder not found: {LLAMA_DIR}{COLOR_RESET}")
return
if not os.path.isdir(DOWNLOAD_DIR):
print(f"\n{COLOR_RED}[ERROR] Downloads folder not found: {DOWNLOAD_DIR}{COLOR_RESET}")
return
print(f"\n{COLOR_YELLOW}[1/3] Removing old SmolVLM files...{COLOR_RESET}")
for name in OLD_FILES:
path = os.path.join(LLAMA_DIR, name)
if os.path.exists(path):
try:
os.remove(path)
print(f"{COLOR_GREEN}[DELETE]{COLOR_RESET} {name}")
except Exception as e:
print(f"{COLOR_RED}[ERROR]{COLOR_RESET} Could not delete {name}: {e}")
return
else:
print(f"{COLOR_YELLOW}[SKIP]{COLOR_RESET} {name} not found")
print(f"\n{COLOR_YELLOW}[2/3] Moving Qwen3-VL files...{COLOR_RESET}")
failed = False
for name in NEW_FILES:
src = os.path.join(DOWNLOAD_DIR, name)
dst = os.path.join(LLAMA_DIR, name)
if not os.path.exists(src):
print(f"{COLOR_RED}[MISSING]{COLOR_RESET} {src}")
failed = True
continue
try:
if os.path.exists(dst):
os.remove(dst)
shutil.move(src, dst)
print(f"{COLOR_GREEN}[OK]{COLOR_RESET} {name} ({mb(dst):.1f} MB)")
except Exception as e:
print(f"{COLOR_RED}[ERROR]{COLOR_RESET} {name}: {e}")
failed = True
print(f"\n{COLOR_YELLOW}[3/3] Verifying installation...{COLOR_RESET}")
for name in NEW_FILES:
path = os.path.join(LLAMA_DIR, name)
if os.path.exists(path) and os.path.getsize(path) > 0:
print(f"{COLOR_GREEN}[VERIFIED]{COLOR_RESET} {name} ({mb(path):.1f} MB)")
else:
print(f"{COLOR_RED}[FAILED]{COLOR_RESET} {name}")
failed = True
print(f"\n{COLOR_MAGENTA}=============================================={COLOR_RESET}")
if failed:
print(f"{COLOR_RED}INSTALLATION FAILED{COLOR_RESET}")
print(f"{COLOR_YELLOW}Make sure both Qwen3-VL GGUF files are in /sdcard/Download.{COLOR_RESET}")
else:
print(f"{COLOR_GREEN}INSTALLATION COMPLETE!{COLOR_RESET}")
print(f"\n{COLOR_CYAN}Main model:{COLOR_RESET}")
print(os.path.join(LLAMA_DIR, NEW_FILES[0]))
print(f"\n{COLOR_CYAN}Vision projector:{COLOR_RESET}")
print(os.path.join(LLAMA_DIR, NEW_FILES[1]))
print(f"\n{COLOR_GREEN}Qwen3-VL is ready to be loaded by llama.cpp.{COLOR_RESET}")
print(f"{COLOR_MAGENTA}=============================================={COLOR_RESET}")
if name == "main":
main() im going to use this ai to make the ai checker pfp code
i just rebuilt the translator code and i added like more 6 or 7 features and i made it so compressed that it onlu have 900 lines
The plan :
Tomorrow 22 augest : frederica v1.1
24 augest : the translator new update
26/27 augest: local ai pfp checker
29 augest: statring making requirements for frederica v1.2
I finished all the codes for this week now i can rest till the next week so i start making requirements for frederica 1.2 and in same time requerments for a translator update
pkg install libjpeg-turbo libwebp -y && pip install --force-reinstall --no-cache-dir pillow
while making the last code the pfp checker i realized an error that the code the ai one need a pkg to understand all the images
