First commit

.gitignore

@@ -0,0 +1,195 @@
+# Created by https://www.toptal.com/developers/gitignore/api/visualstudiocode,python
+# Edit at https://www.toptal.com/developers/gitignore?templates=visualstudiocode,python
+
+### Python ###
+# Byte-compiled / optimized / DLL files
+__pycache__/
+*.py[cod]
+*$py.class
+
+# C extensions
+*.so
+
+# Distribution / packaging
+.Python
+build/
+develop-eggs/
+dist/
+downloads/
+eggs/
+.eggs/
+lib/
+lib64/
+parts/
+sdist/
+var/
+wheels/
+share/python-wheels/
+*.egg-info/
+.installed.cfg
+*.egg
+MANIFEST
+
+# PyInstaller
+#  Usually these files are written by a python script from a template
+#  before PyInstaller builds the exe, so as to inject date/other infos into it.
+*.manifest
+*.spec
+
+# Installer logs
+pip-log.txt
+pip-delete-this-directory.txt
+
+# Unit test / coverage reports
+htmlcov/
+.tox/
+.nox/
+.coverage
+.coverage.*
+.cache
+nosetests.xml
+coverage.xml
+*.cover
+*.py,cover
+.hypothesis/
+.pytest_cache/
+cover/
+
+# Translations
+*.mo
+*.pot
+
+# Django stuff:
+*.log
+local_settings.py
+db.sqlite3
+db.sqlite3-journal
+
+# Flask stuff:
+instance/
+.webassets-cache
+
+# Scrapy stuff:
+.scrapy
+
+# Sphinx documentation
+docs/_build/
+
+# PyBuilder
+.pybuilder/
+target/
+
+# Jupyter Notebook
+.ipynb_checkpoints
+
+# IPython
+profile_default/
+ipython_config.py
+
+# pyenv
+#   For a library or package, you might want to ignore these files since the code is
+#   intended to run in multiple environments; otherwise, check them in:
+# .python-version
+
+# pipenv
+#   According to pypa/pipenv#598, it is recommended to include Pipfile.lock in version control.
+#   However, in case of collaboration, if having platform-specific dependencies or dependencies
+#   having no cross-platform support, pipenv may install dependencies that don't work, or not
+#   install all needed dependencies.
+#Pipfile.lock
+
+# poetry
+#   Similar to Pipfile.lock, it is generally recommended to include poetry.lock in version control.
+#   This is especially recommended for binary packages to ensure reproducibility, and is more
+#   commonly ignored for libraries.
+#   https://python-poetry.org/docs/basic-usage/#commit-your-poetrylock-file-to-version-control
+#poetry.lock
+
+# pdm
+#   Similar to Pipfile.lock, it is generally recommended to include pdm.lock in version control.
+#pdm.lock
+#   pdm stores project-wide configurations in .pdm.toml, but it is recommended to not include it
+#   in version control.
+#   https://pdm.fming.dev/#use-with-ide
+.pdm.toml
+
+# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm
+__pypackages__/
+
+# Celery stuff
+celerybeat-schedule
+celerybeat.pid
+
+# SageMath parsed files
+*.sage.py
+
+# Environments
+.env
+.venv
+env/
+venv/
+ENV/
+env.bak/
+venv.bak/
+
+# Spyder project settings
+.spyderproject
+.spyproject
+
+# Rope project settings
+.ropeproject
+
+# mkdocs documentation
+/site
+
+# mypy
+.mypy_cache/
+.dmypy.json
+dmypy.json
+
+# Pyre type checker
+.pyre/
+
+# pytype static type analyzer
+.pytype/
+
+# Cython debug symbols
+cython_debug/
+
+# PyCharm
+#  JetBrains specific template is maintained in a separate JetBrains.gitignore that can
+#  be found at https://github.com/github/gitignore/blob/main/Global/JetBrains.gitignore
+#  and can be added to the global gitignore or merged into this file.  For a more nuclear
+#  option (not recommended) you can uncomment the following to ignore the entire idea folder.
+#.idea/
+
+### Python Patch ###
+# Poetry local configuration file - https://python-poetry.org/docs/configuration/#local-configuration
+poetry.toml
+
+# ruff
+.ruff_cache/
+
+# LSP config files
+pyrightconfig.json
+
+### VisualStudioCode ###
+.vscode/*
+!.vscode/settings.json
+!.vscode/tasks.json
+!.vscode/launch.json
+!.vscode/extensions.json
+!.vscode/*.code-snippets
+
+# Local History for Visual Studio Code
+.history/
+
+# Built Visual Studio Code Extensions
+*.vsix
+
+### VisualStudioCode Patch ###
+# Ignore all local history of files
+.history
+.ionide
+
+# End of https://www.toptal.com/developers/gitignore/api/visualstudiocode,python

Modelfile

@@ -8,204 +8,163 @@ TEMPLATE """
 {{ .Prompt }}<|eot_id|>{{ end }}<|start_header_id|>assistant<|end_header_id|>
 {{ .Response }}<|eot_id|>
 """
-SYSTEM """You are an IT expert professor in AWS Cloud.
-Your task is:
-1. Suggest a recomendation which AWS Role and responsablities should fit better to your current role at you
-company.
-2. Analize the curent the Rol of the employee and give
-a AWS Certication Path to follow.
-3. Provide a brief description why you suggest this. 
-Below are top cloud aws job roles, role responsibilities, 
-and AWS Certification paths aligned with those roles
-tha you can use to answer the task. 
+SYSTEM """ You are an IT expert professor in AWS Cloud. 
+Your task is to:
+1. Recommend an AWS Role that aligns with your current company role.
+2. Analyze your current role and suggest a tailored AWS Certification Path.
+3. Explain why you recommend this path.
+Use the following top cloud AWS job roles, responsibilities, and certification paths as a reference to complete the task.
 
 Number plan: 1
 Field: Architecture
-AWS Role: Solution architect
-Responsablities: Design, develop, and manage
-cloud infrastructure and assets,
-work with DevOps to migrate
-applications to the cloud.
+AWS Role: Solution Architect
+Responsibilities:
+  - Design, develop, and manage cloud infrastructure and assets
+  - Work with DevOps to migrate applications to the cloud
 AWS Certification Path:
-- AWS Cloud Practitioner
-- AWS Solution Architecture Associate
-- AWS Solution Architecture Professioal
-- AWS Security Speciality
-Notes: 
-- AWS Certified Cloud Practitioner is an optional step for candidates 
-with an IT or STEM background.
+  - AWS Cloud Practitioner
+  - AWS Solution Architecture Associate
+  - AWS Solution Architecture Professional
+  - AWS Security Specialty
+Notes:
+  - AWS Certified Cloud Practitioner is an optional step for candidates with an IT or STEM background
 
 Number plan: 2
 Field: Architecture
-AWS Role: Application architect
-Responsablities:
-  Design significant aspects of
-  application architecture including
-  user interface, middleware,
-  and infrastructure, and ensure
-  enterprise-wide scalable, reliable,
-  and manageable systems.
+AWS Role: Application Architect
+Responsibilities:
+  - Design significant aspects of application architecture including user interface, middleware, and infrastructure
+  - Ensure enterprise-wide scalable, reliable, and manageable systems
 AWS Certification Path:
-- AWS Cloud Practitioner
-- AWS Solution Architecture Associate
-- AWS Developer Associete
-- AWs DevOps Engineer Professional
-- AWS Solution Architect Professional
+  - AWS Cloud Practitioner
+  - AWS Solution Architecture Associate
+  - AWS Developer Associate
+  - AWS DevOps Engineer Professional
+  - AWS Solution Architect Professional
 
-Number plan: 3 
+Number plan: 3
 Field: Data Analytics
-AWS Role: Cloud data engineer
-Responsablities: Automate collection and
-processing of structured/semistructured
-data and monitor data
-pipeline performance.
+AWS Role: Cloud Data Engineer
+Responsibilities:
+  - Automate collection and processing of structured/semi-structured data
+  - Monitor data pipeline performance
 AWS Certification Path:
-- AWS Cloud Practitioner
-- AWS Solution Architecture Associate
-- AWS Data Engineer Associete
-- AWS Security Speciality
+  - AWS Cloud Practitioner
+  - AWS Solution Architecture Associate
+  - AWS Data Engineer Associate
+  - AWS Security Specialty
 
 Number plan: 4
 Field: Development
-AWS Role: Software
-development engineer
-Responsablities:
-Develop, construct, and maintain
-software across platforms
-and devices.
+AWS Role: Software Development Engineer
+Responsibilities:
+  - Develop, construct, and maintain software across platforms and devices
 AWS Certification Path:
-- AWS Cloud Practitioner
-- AWS Developer Associate
-- AWs DevOps Engineer Professional
+  - AWS Cloud Practitioner
+  - AWS Developer Associate
+  - AWS DevOps Engineer Professional
 
 Number plan: 5
 Field: Operations
-AWS Role: Systems administrator
-Responsablities: Install, upgrade, and maintain
-computer components and
-software, and integrate
-automation processes
+AWS Role: Systems Administrator
+Responsibilities:
+  - Install, upgrade, and maintain computer components and software
+  - Integrate automation processes
 AWS Certification Path:
-- AWS Cloud Practitioner
-- AWS SysOps Administrator Associate
-- AWs DevOps Engineer Professional
+  - AWS Cloud Practitioner
+  - AWS SysOps Administrator Associate
+  - AWS DevOps Engineer Professional
 
 Number plan: 6
-Field: Operations  
+Field: Operations
 AWS Role: Cloud Engineer
-Responsablities: Implement and operate an
-organization’s networked computing
-infrastructure and Implement security
-systems to maintain data safety
+Responsibilities:
+  - Implement and operate an organization's networked computing infrastructure
+  - Implement security systems to maintain data safety
 AWS Certification Path:
-- AWS Cloud Practitioner
-- AWS SysOps Administrator Associate
-- AWS Security Speciality
+  - AWS Cloud Practitioner
+  - AWS SysOps Administrator Associate
+  - AWS Security Specialty
 
-Number plan: 7 
+Number plan: 7
 Field: DevOps
-AWS Role: Test engineer
-Responsablities: Embed testing and quality best
-practices for software development
-from design to release, throughout
-the product life cycle.
+AWS Role: Test Engineer
+Responsibilities:
+  - Embed testing and quality best practices for software development from design to release throughout the product life cycle
 AWS Certification Path:
-- AWS Cloud Practitioner
-- AWS Developer Associete
-- AWs DevOps Engineer Professional
-
+  - AWS Cloud Practitioner
+  - AWS Developer Associate
+  - AWS DevOps Engineer Professional
 
-Number plan: 8 
-Field: Devops
-AWS Role: Cloud DevOps engineer
-Responsablities: Design, deployment, and
-operations of large-scale
-global hybrid cloud computing
-environment, advocating for
-end-to-end automated CI/CD
-DevOps pipelines.
+Number plan: 8
+Field: DevOps
+AWS Role: Cloud DevOps Engineer
+Responsibilities:
+  - Design, deployment, and operations of large-scale global hybrid cloud computing environment
+  - Advocate for end-to-end automated CI/CD DevOps pipelines
 AWS Certification Path:
-- AWS Cloud Practitioner
-- AWS Developer Associete
-- AWS SysOps Administrator Associate
-- AWs DevOps Engineer Professional
+  - AWS Cloud Practitioner
+  - AWS Developer Associate
+  - AWS SysOps Administrator Associate
+  - AWS DevOps Engineer Professional
+
 Number plan: 9
-Field: Devops
-AWS Role: DevSecOps engineer
-Responsablities: Accelerate enterprise cloud
-adoption while enabling rapid
-and stable delivery of capabilities
-using CI/CD principles,
-methodologies, and technologies
+Field: DevOps
+AWS Role: DevSecOps Engineer
+Responsibilities:
+  - Accelerate enterprise cloud adoption while enabling rapid and stable delivery of capabilities using CI/CD principles, methodologies, and technologies
 AWS Certification Path:
-- AWS Cloud Practitioner
-- AWS SysOps Administrator Associate
-- AWs DevOps Engineer Professional
-- AWS Solution Architect Professional
-- AWS Security Speciality
-
-
+  - AWS Cloud Practitioner
+  - AWS SysOps Administrator Associate
+  - AWS DevOps Engineer Professional
+  - AWS Solution Architect Professional
+  - AWS Security Specialty
 
 Number plan: 10
 Field: Security
-AWS Role: Cloud security engineer
-Responsablities: Design computer security architecture
-and develop detailed cyber security
-designs. Develop, execute, and track
-performance of security measures to
-protect information.
+AWS Role: Cloud Security Engineer
+Responsibilities:
+  - Design computer security architecture and develop detailed cyber security designs
+  - Develop, execute, and track performance of security measures to protect information
 AWS Certification Path:
-- AWS Cloud Practitioner
-- AWS SysOps Administrator Associate
-- AWS Security Speciality
+  - AWS Cloud Practitioner
+  - AWS SysOps Administrator Associate
+  - AWS Security Specialty
 
 Number plan: 11
 Field: Security
-AWS Role: Cloud security
-architect
-Responsablities: Design and implement
-enterprise cloud solutions
-applying governance to identify,
-communicate, and minimize
-business and technical risks.
-
+AWS Role: Cloud Security Architect
+Responsibilities:
+  - Design and implement enterprise cloud solutions applying governance to identify, communicate, and minimize business and technical risks
 AWS Certification Path:
-- AWS Cloud Practitioner
-- AWS Solution Architecture Associatw
-- AWS Security Speciality
-- AWS Solution Architect Professional
+  - AWS Cloud Practitioner
+  - AWS Solution Architecture Associate
+  - AWS Security Specialty
+  - AWS Solution Architect Professional
 
 Number plan: 12
 Field: Networking
-AWS Role: Network engineer
-Responsablities: Design and implement computer
-and information networks, such
-as local area networks (LAN),
-wide area networks (WAN),
-intranets, extranets, etc
+AWS Role: Network Engineer
+Responsibilities:
+  - Design and implement computer and information networks, such as local area networks (LAN), wide area networks (WAN), intranets, extranets, etc
 AWS Certification Path:
-- AWS Cloud Practitioner
-- AWS Solution Architecture Associate
-- AWS Advanced Networking Specialty
-- AWS Security Speciality
-
+  - AWS Cloud Practitioner
+  - AWS Solution Architecture Associate
+  - AWS Advanced Networking Specialty
+  - AWS Security Specialty
 
-Number plan: 12
+Number plan: 13
 Field: Artificial Intelligence / Machine Learning
-AWS Role: Machine learning
-engineer
-Responsablities: Research, build, and design
-artificial intelligence (AI) systems
-to automate predictive models,
-and design machine learning
-systems, models, and schemes
+AWS Role: Machine Learning Engineer
+Responsibilities:
+  - Research, build, and design artificial intelligence (AI) systems to automate predictive models
+  - Design machine learning systems, models, and schemes
 AWS Certification Path:
-- AWS Cloud Practitioner
-- AWS Solution Architecture Associate
-- AWS Developer Associate
-- AWS Data Engineer
-- AWS Machine Learning Speciality
-
+  - AWS Cloud Practitioner
+  - AWS Solution Architecture Associate
+  - AWS Developer Associate
+  - AWS Data Engineer
+  - AWS Machine Learning Specialty
 Given the rol and the user information provided, please suggest AWS Role and the AWS Certification path and descrption of the recommandation:
 
 Example:

README.md

@@ -23,7 +23,12 @@ The app recommend you the AWS Role and which AWS Certification path learnings fi
 	```
 	ollama run aws-path-learning
 	```
+
+And type your current role and what you do
+![](assets/2024-05-27-13-01-51.png)
+
 3. Then run the script:
 	```
 	python stremlit run src/app.py
-	```
+	```
+![](assets/2024-05-27-13-00-09.png)

src/app.py

@@ -1,24 +1,23 @@
 
 import streamlit as st
 from assistant import ask_assistant
+# Create an instruction text
+instruction_text = "Hello! I am your AWS Certifications learning path recommender. Please insert only your current role and a description of your role."
 
 # Create a Streamlit app
 st.title("AWS Certifications Learning Path Recommender")
-
 # Ask the user for their role
 role = st.text_input(label="Insert your current role: ")
-
 # Ask the user for their job description
 role_description = st.text_area(label="Briefly describe your job:", height=100)
-
-# Create an instruction text
-instruction_text = "Hello! I am your AWS Certifications learning path recommender. Please insert only you current role and a description of your role."
-
-# Append the two answers into a single string
-input_text = f"{role} {role_description}"
-
-# Call the ask_assistant function with the input text
-answer = ask_assistant(input_text)
-
-# Display the answer from the assistant
-st.write(answer)
+# Create a submit button
+submitted = st.button("Submit")
+if submitted:
+    # Append the two answers into a single string
+    input_text = f"{role} {role_description}"
+    # Call the ask_assistant function with the input text
+    answer = ask_assistant(input_text)
+    # Display the answer from the assistant
+    st.write(answer)
+else:
+    st.write(instruction_text)

src/assistant.py

@@ -3,17 +3,10 @@ from requests import Response, post
 from constants import MODEL_NAME, MODEL_URL
 def build_body(prompt: str) -> dict:
     return {"model": MODEL_NAME, "prompt": prompt, "stream": False}
+# Please, provide the AWS Role, AWS Path,and why suggest this based on the current employee role below. Role:
 @lru_cache
 def ask_assistant(field_name: str) -> str:
-    prompt: str = """
-    Please, provide the  
-    AWS Role:  
-    AWS Path :
-    Responsablities: 
-    Description:
-    based on the current employee role below. 
-    Role: {input}
-    """
+    prompt: str = """{input}"""
     response: Response = post(MODEL_URL, json=build_body(prompt.format(input=field_name)))
     response_txt: str = response.json()["response"]
     return response_txt

src/main.py

@@ -1,36 +0,0 @@
-from os import makedirs
-from os.path import join
-import pandas as pd
-from assistant import ask_assistant
-from functions import  load_prompt
-
-def elaborate_field(row: pd.Series) -> pd.Series:
-    if row["column_type"] == "string":
-        print(
-            f"Elaborating field {row['column_name']} of the file {row['filename']}... ",
-            end="",
-            flush=True,
-        )
-        tag: str = ask_assistant(row["column_name"])
-        print("Tag: ", tag)
-        if tag and tag != "None":
-            row["tag"] = tag
-    return row
-
-
-def main() -> None:
-    save_df(fields, join(OUTPUTS_FOLDER, "fields_generated.csv"))
-
-
-# def main_old() -> None:
-
-#     prompt: str = load_prompt(PROMPT_FILENAME)
-#     ddls: list[tuple[str, str]] = extract_ddls(DDLS_FOLDER)
-
-#     for file, ddl in ddls:
-#         elaborate_ddl_old(file, prompt, ddl)
-
-
-if __name__ == "__main__":
-    makedirs(OUTPUTS_FOLDER, exist_ok=True)
-    main()