Update groq_api.py

groq_api.py

@@ -1,7 +1,7 @@
-# groq_api.py
 import os
 import requests
 
+# Set your Groq API Key
 GROQ_API_KEY = "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"
 
 def summarize_match(job_description, cv_names, cv_snippets):
@@ -12,40 +12,38 @@ def summarize_match(job_description, cv_names, cv_snippets):
         # Truncate job description
         job_description = job_description.strip()[:800] or "[No description provided]"
 
-        # Apply safe truncation (summary) to each CV
-        summarized_snippets = [(cv.strip()[:700] or "[No content]") for cv in cv_snippets]
+        # Truncate each CV snippet
+        cv_snippets = [(text.strip()[:700] or "[No content]") for text in cv_snippets]
         cv_names = [name[:60] for name in cv_names]
 
         # Build dynamic CV section
         cv_section = ""
-        for i, (name, snippet) in enumerate(zip(cv_names, summarized_snippets), start=1):
+        for i, (name, snippet) in enumerate(zip(cv_names, cv_snippets), start=1):
             cv_section += f"\n{i}. {name}:\n{snippet}\n"
 
+        # Build prompt
         prompt = f"""
-You are an AI recruitment assistant helping to evaluate candidates for an open job role.
+You are an AI recruitment assistant helping to evaluate candidate CVs for a job opening.
 
-Below is the job description, followed by candidate CV summaries.
+Below is the job description, followed by {len(cv_names)} candidate CV summaries.
 
-Your task is to assess how well each candidate aligns with the job. Be honest — if a candidate lacks the required skills or experience, clearly say they are not a good fit.
+Your job is to:
+- Analyze each candidate's relevance based on their technical skills, tools, and experience
+- Be honest: clearly state if a candidate is a good fit or not
+- Avoid generic praise unless it's supported by actual content
+{"- Rank the candidates based on fit if more than one is provided." if len(cv_names) > 1 else ""}
 
 ### Job Description:
 {job_description}
 
 ### Candidate CVs:{cv_section}
-
-### Instructions:
-- Focus on **specific skills**, **technical tools**, **relevant experience**, and **industry fit**.
-- Clearly identify **who is a good match**, and **why**.
-- Clearly explain **who is not a match**, and **why not**.
-- Avoid general language like "strong background" unless it's backed by actual experience.
-
-End with a short ranked list of the candidates.
 """.strip()
 
-        # Truncate if too long
+        # Enforce character limit (approx 8000 tokens max for llama3-8b-8192)
         if len(prompt) > 8000:
             prompt = prompt[:8000]
 
+        # Call Groq API
         response = requests.post(
             url="https://api.groq.com/openai/v1/chat/completions",
             headers={