Merge pull request #2 from Shared-Pointer/implementation_podejscie2

IMPLEMENTATOR v1.1

Author: Kapiura

README.md

@@ -7,36 +7,26 @@ A magical AI that turns your boring long documents into... slightly less boring
 
 ---
 
-## ~~🧙‍♂️ Abra-kadabra Setup (Azure Edition)~~
+## 🧞‍♂️ OpenRouter Vibes (Free Magic Edition)
 
-### ~~Numero uno - Azure Voodoo~~
-1. ~~Get your student 🎓 email ready~~
-2. ~~Go to [Azure Portal](https://portal.azure.com) (yes, the cloud place)~~
-3. ~~Type `Language Service` like you're summoning a demon 🔮~~
+### Numero uno - OpenRouter Shenanigans
+1. Create an account at [OpenRouter](https://openrouter.ai/) — yes, it’s real, and no, it's not a Wi-Fi company.
+2. Summon your **API key** from the shadows (or your [dashboard](https://openrouter.ai/account/keys)).
+3. Choose a model — for this silly quest, I picked [**Mistral Small 3.1 24B (free)**](https://openrouter.ai/mistralai/mistral-small-3.1-24b-instruct:free) because it sounds fancy.
+4. Pick the **Free plan** — because we’re broke but curious.
+5. Browse other free models if you feel spicy 🌶️ — this one’s just a humble suggestion.
 
-### ~~Numero dos - Resource Goofin'~~
-~~Fill this bad boy like:~~
-- ~~**Subscription**: "Azure for Students" (the free candy 🍭)~~
-- ~~**Resource group**: `AI-Document-Summary` (or whatever)~~
-- ~~**Region**: West Europe 🌍 (or pick your favorite)~~
-- ~~**Name**: `kaka-doc-summary-ai` (mandatory "kaka" prefix)~~
-- ~~**Pricing tier**: F0 (aka "please don't charge me" mode)~~
+### Numero dos - The Sacred `.env` Scrolls 🧻
 
-### ~~Numero tres - Secret Sauce 🕵️~~
-~~After Azure stops judging your life choices:~~
-1. ~~Go to "Keys and Endpoint" (sounds spy-ish)~~
-2. ~~Create `.env` file in `config/` with:~~
+Once you’ve tricked the system into trusting you, create a `.env` file inside `config/` (don’t ask, just do it).
 
-It doesn't work, we used the wrong AI :( and Azure for Students doesn't let us access the OpenAI model.
-
-We can only use a special model to summarize text files, but this Azure service just copies and pastes random sentences from our text. 
 ```ini
-AZURE_ENDPOINT='https://kaka-doc-summary-ai.cognitiveservices.azure.com/'
-AZURE_API_KEY='your-magic-code-here'
-API_VERSION='2023-04-01'
-MAX_TOKENS=1000
+API_KEY='your-api-key-here'  # secret sauce
+BASE_URL='https://openrouter.ai/api/v1'  # the mothership
+MODEL='mistralai/mistral-small-3.1-24b-instruct:free'  # free = best flavor
 ```
 
+
 ## 🚀 Launch Protocol (for dummies)
 ### Option A: Docker Magic 🐳
 ```
@@ -60,4 +50,4 @@ streamlit run app/main.py       # Do the thing
 ## 🎉 Special Thanks
 - Azure for the free(ish) toys
 - My cat for moral support 🐈
-- Coffee ☕ (the real MVP)
+- Coffee ☕ (the real MVP)

app/main.py

@@ -33,7 +33,7 @@ def main():
         summarizzler = Summarizer(settings)
         result = summarizzler.summarize(fileProcessor.get_content())
         with st.spinner("Summarizing your doc...."):
-            time.sleep(5)
+            time.sleep(1)
         st.success("Your summary is ready:")
         st.markdown(result)
 

app/src/summarizer.py

@@ -1,46 +1,31 @@
-from azure.core.credentials import AzureKeyCredential
-from azure.ai.textanalytics import (
-    TextAnalyticsClient,
-    ExtractiveSummaryAction
-)
+from openai import OpenAI
 from config.settings import Settings
 
 class Summarizer:
     def __init__(self, config: Settings):
-        self.endpoint = config.AZURE_ENDPOINT
-        self.key = config.AZURE_API_KEY
-        self.client = TextAnalyticsClient(
-            endpoint=self.endpoint,
-            credential=AzureKeyCredential(self.key)
+        self.api_key = config.API_KEY
+        self.base_url = config.BASE_URL
+        self.model = config.MODEL
+        self.client = OpenAI(
+            base_url=self.base_url,
+            api_key=self.api_key,
         )
 
     def summarize(self, text: str) -> str:
         try:
-            actions = [
-                ExtractiveSummaryAction(
-                    max_sentence_count=15,
-                    order_by="Rank"
-                )
-            ]
-
-            poller = self.client.begin_analyze_actions(
-                documents=[text],
-                actions=actions,
-                language="pl",
-                show_stats=True
+            completion = self.client.chat.completions.create(
+                model = self.model,
+                messages=[
+                    {
+                        "role": "user",
+                        "content": f"Summarize this text:\n\n{text}"
+                    }
+                ]
             )
 
-            results = list(poller.result())
-
-            summary_sentences = []
-            for result in results:
-                for action_result in result:
-                    if not action_result.is_error:
-                        summary_sentences.extend(
-                            sentence.text for sentence in action_result.sentences
-                        )
+            result = completion.choices[0].message.content
 
-            return " ".join(summary_sentences) if summary_sentences else "No summary generated"
+            return result
 
         except Exception as e:
             raise Exception(f"Summarization error: {str(e)}")

config/settings.py

@@ -5,9 +5,8 @@
 class Settings:
     def __init__(self):
         load_dotenv(dotenv_path=Path(".env"))
-        self.AZURE_ENDPOINT = os.getenv("AZURE_ENDPOINT", "").strip()
-        self.AZURE_API_KEY = os.getenv("AZURE_API_KEY", "")
-        self.API_VERSION = os.getenv("API_VERSION", "2023-05-15")
-        self.MAX_TOKENS = int(os.getenv("MAX_TOKENS", "1"))
+        self.API_KEY = os.getenv("API_KEY", "")
+        self.BASE_URL = os.getenv("BASE_URL", "")
+        self.MODEL = os.getenv("MODEL", "")
 
 settings = Settings()

requirements.txt

@@ -4,5 +4,4 @@ dotenv
 requests
 typing
 pytest
-azure-ai-textanalytics>=5.3.0
-azure-core>=1.28.0
+openai