Spaces:
Sleeping
Sleeping
# groq_api.py | |
import os | |
import requests | |
GROQ_API_KEY = "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" | |
def summarize_match(job_description, cv_names, cv_snippets): | |
if not GROQ_API_KEY: | |
return "β GROQ_API_KEY not set." | |
try: | |
# 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] | |
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): | |
cv_section += f"\n{i}. {name}:\n{snippet}\n" | |
prompt = f""" | |
You are an AI recruitment assistant helping to evaluate candidates for an open job role. | |
Below is the job description, followed by candidate CV summaries. | |
Your task is to assess how well each candidate aligns with the job. Be honest β if a candidate lacks the required skills or experience, clearly say they are not a good fit. | |
### 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 | |
if len(prompt) > 8000: | |
prompt = prompt[:8000] | |
response = requests.post( | |
url="https://api.groq.com/openai/v1/chat/completions", | |
headers={ | |
"Authorization": f"Bearer {GROQ_API_KEY}", | |
"Content-Type": "application/json" | |
}, | |
json={ | |
"model": "llama3-8b-8192", | |
"messages": [ | |
{"role": "system", "content": "You are a helpful recruitment assistant."}, | |
{"role": "user", "content": prompt} | |
], | |
"temperature": 0.4 | |
}, | |
timeout=30 | |
) | |
response.raise_for_status() | |
return response.json()["choices"][0]["message"]["content"] | |
except requests.exceptions.RequestException as e: | |
return f"β Groq API error: {e}" | |
except Exception as e: | |
return f"β Unexpected error: {e}" | |