Spaces:
Sleeping
Sleeping
File size: 2,561 Bytes
8fd8570 d002fb2 7ecd65e fcb8c44 7ecd65e d002fb2 fcb8c44 68fdf3b 898ae4f fcb8c44 d002fb2 fcb8c44 898ae4f 7ecd65e fcb8c44 d002fb2 fcb8c44 d002fb2 c820572 898ae4f d002fb2 |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 |
import os
import json
from groq import Groq
# Load API key from environment variables
GROQ_API_KEY = os.getenv("GROQ_API_KEY")
if GROQ_API_KEY is None:
raise RuntimeError("GROQ_API_KEY environment variable not set.")
# Initialize Groq client
client = Groq(api_key=GROQ_API_KEY)
def analyze_job_description(job_description):
"""
Analyze the job description using the Groq API.
"""
structure_template = """{
"jobTitle": "",
"company": "",
"location": "",
"keyResponsibilities": [
"", "", ""
],
"requiredSkills": [
"", "", ""
],
"preferredQualifications": [
"", "", ""
]
}"""
try:
# API call to analyze job description
completion = client.chat.completions.create(
model="llama-3.3-70b-versatile",
messages=[
{
"role": "system",
"content": "You are an HR Assistant. You will analyze Job Descriptions for the necessary skills, responsibilities, and qualifications needed for the position."
},
{
"role": "user",
"content": f"Analyze the following Job Description: {job_description} and extract the necessary details using this structure: {structure_template}. Write in bullet points. Just output a JSON, we don't need any other text! DO NOT INVENT THINGS!"
}
],
temperature=0.5,
max_tokens=1024,
top_p=1,
stream=True,
stop=None,
)
# Collect the output
response_content = ""
for chunk in completion:
response_content += chunk.choices[0].delta.content or ""
# Remove triple backticks if present
response_content = response_content.strip("```")
return response_content
except Exception as e:
return f"Error analyzing job description: {e}"
if __name__ == "__main__":
import sys
job_description = sys.argv[1]
analysis_result = analyze_job_description(job_description)
print(analysis_result)
# Save the analysis result to JobAnalyzed.json
try:
with open("JobAnalyzed.json", "w", encoding="utf-8") as file:
json.dump(json.loads(analysis_result), file, indent=4)
print("Analysis result saved to JobAnalyzed.json")
except json.JSONDecodeError:
print("Error: Failed to parse JSON response")
print(analysis_result)
except Exception as e:
print(f"Error saving analysis result: {e}") |