from vllm import LLM, SamplingParams

llm = LLM(
    model = '/models/qwen/Qwen3-8B',
    enable_prefix_caching = True
)

LONG_PREFIX = '''
Длинный, длинный, длинный... отчет.
'''

query = LONG_PREFIX + "Использую данные из таблице выше, ответь на вопрос: сколько компания заработала в прошлом году?"

query = LONG_PREFIX + "Использую данные из таблице выше, ответь на вопрос: какой юридический адрес у нашей компании?"

from transformers import AutoTokenizer

tokenizer = AutoTokenizer.from_pretrained('/models/qwen/Qwen3-14B')
token_ids = tokenizer.encode('Париж')
token_text = [tokenizer.decode([token_id]) for token_id in token_ids]
print("ID токенов:", token_ids) # [16854, 125947, 16964]
print("Текст токенов:", token_text) # ['П', 'ари', 'ж']

from openai import OpenAI

client = OpenAI(
    base_url='https://192.168.0.108:8000/v1',
    api_key='any'
)

prompt = 'Столица Франции? Одним словом.'

response = client.chat.completions.create(
    model = '/Qwen3-14B',
    messages = [
        {'role': 'user', 'content': prompt}
    ],
    temperature = 0.9,
    max_tokens = 500,
    logit_bias = {16854:-100}, # Выкручиваем вероятность появления токена в 0
    extra_body = {'chat_template_kwargs': {'enable_thinking': False}}
)

content = response.choices[0].message.reasoning_content
print(content)

make optimize-interactive
🎯 Interactive Resume Optimization
==================================

Please provide the job posting URL:
Job URL: https://www.amazon.jobs/en/jobs/3010960/data-engineer-pricing-and-promotions-science-data-and-insights

🔄 Processing job posting: https://www.amazon.jobs/en/jobs/3010960/data-engineer-pricing-and-promotions-science-data-and-insights
✅ Loaded resume: DMITRY ANOSHIN
🔍 Extracting job content from: https://www.amazon.jobs/en/jobs/3010960/data-engineer-pricing-and-promotions-science-data-and-insights
✅ Extracted 5528 characters of job content
🤖 Analyzing job requirements with Claude...
✅ Job analysis completed
🔧 Optimizing resume for job match...
✅ Resume optimization completed
💾 Saved optimized resume to: src-resume/my-resume-optimized.json

📊 RESUME OPTIMIZATION REPORT
==================================================

📝 SUMMARY CHANGES:
Original length: 492
Optimized length: 754

💼 WORK EXPERIENCE REORDERING:
Original order: Rock Your Data, Inc. → Microsoft → Amazon → Wawanesa Insurance → Forex Club → Teradata / Lamoda / BNP Paribas
Optimized order: Senior Data Engineer, Alexa Team → Lead Data Engineer → Senior Data Engineer → Lead Data Engineer → Data Engineer / BI Developer → Senior Data Engineer / BI Architect

🛠️ SKILLS UPDATED:
  1. **Coding:** SQL, Python, bash, PySpark → **AWS Technologies:** Redshift, S3, Glue, EMR, Kinesis, Lambda, IAM
  2. **Data Platforms:** Snowflake, Redshift, Synapse, Databricks, BigQuery, Elastic MapReduce, HDInsight, EMR → **Programming Languages:** Python, SQL, Scala, PySpark, Java, NodeJS, bash
  3. **ETL:** dbt, Amazon Glue, Airflow, SSIS, Prefect, Azure Data Factory, Luigi → **Data Platforms:** Snowflake, Redshift, Synapse, Databricks, BigQuery, EMR, HDInsight
  4. **BI:** Tableau, Looker, Power BI, MicroStrategy, SAP Business Objects, Jupyter Notebooks → **Orchestration & ETL:** Airflow, dbt, AWS Glue, Azure Data Factory, Prefect, SSIS, Luigi
  5. **DevOps:** GitHub, GitLab, Azure DevOps, Terraform, Azure Bicep, Kubernetes, Ansible, Helm Values → **Databases:** NoSQL, Graph databases, Column-family databases, Key-value stores, Object storage, SQL Server, Oracle
  6. **Cloud:** AWS, Azure, Google Cloud → **Infrastructure-as-Code & DevOps:** Terraform, Azure Bicep, GitHub, GitLab, Azure DevOps, Kubernetes, Ansible, Helm

📋 Optimization report saved to: optimization_report.txt

✅ Resume optimization complete!
📄 Original: src-resume/my-resume.json
📄 Optimized: src-resume/my-resume-optimized.json
📋 Report: optimization_report.txt

🔄 Generating optimized PDF...
🔄 Converting src-resume/my-resume-optimized.json to PDF...
✅ PDF created successfully: src-resume/my-resume-optimized.pdf
✅ Optimization complete!
📄 Files created:
   - src-resume/my-resume-optimized.json
   - src-resume/my-resume-optimized.pdf
   - optimization_report.txt