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First initial release.

.gitattributes

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+*.bz2 filter=lfs diff=lfs merge=lfs -text
+*.ckpt filter=lfs diff=lfs merge=lfs -text
+*.ftz filter=lfs diff=lfs merge=lfs -text
+*.gz filter=lfs diff=lfs merge=lfs -text
+*.h5 filter=lfs diff=lfs merge=lfs -text
+*.joblib filter=lfs diff=lfs merge=lfs -text
+*.lfs.* filter=lfs diff=lfs merge=lfs -text
+*.mlmodel filter=lfs diff=lfs merge=lfs -text
+*.model filter=lfs diff=lfs merge=lfs -text
+*.msgpack filter=lfs diff=lfs merge=lfs -text
+*.npy filter=lfs diff=lfs merge=lfs -text
+*.npz filter=lfs diff=lfs merge=lfs -text
+*.onnx filter=lfs diff=lfs merge=lfs -text
+*.ot filter=lfs diff=lfs merge=lfs -text
+*.parquet filter=lfs diff=lfs merge=lfs -text
+*.pb filter=lfs diff=lfs merge=lfs -text
+*.pickle filter=lfs diff=lfs merge=lfs -text
+*.pkl filter=lfs diff=lfs merge=lfs -text
+*.pt filter=lfs diff=lfs merge=lfs -text
+*.pth filter=lfs diff=lfs merge=lfs -text
+*.rar filter=lfs diff=lfs merge=lfs -text
+*.safetensors filter=lfs diff=lfs merge=lfs -text
+saved_model/**/* filter=lfs diff=lfs merge=lfs -text
+*.tar.* filter=lfs diff=lfs merge=lfs -text
+*.tflite filter=lfs diff=lfs merge=lfs -text
+*.tgz filter=lfs diff=lfs merge=lfs -text
+*.wasm filter=lfs diff=lfs merge=lfs -text
+*.xz filter=lfs diff=lfs merge=lfs -text
+*.zip filter=lfs diff=lfs merge=lfs -text
+*.zst filter=lfs diff=lfs merge=lfs -text
+*tfevents* filter=lfs diff=lfs merge=lfs -text

.gitignore

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+# directories that are local to the server os
+.archive
+.venv
+__pycache__
+
+# files local to the server os
+server.py
+*.pem
+*.ipynb

app.py

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+import gradio as gr
+from supplier import *
+from tools import material_manager, project_manager
+
+BASE_SAMPLES = ["What can you help me with?","What materials do we have?","What projects do we have today?"]
+
+# create a system setting for llm
+with gr.Blocks() as supply_chain_view:
+    with gr.Row():
+        with gr.Column():
+            gr.Label("Projects")
+            project_table = gr.Dataframe(project_manager.get_items())
+        
+        with gr.Column():
+            gr.Label("Materials")
+            material_table = gr.DataFrame(material_manager.get_items())
+            
+with gr.Blocks() as chat_window:
+    with gr.Row():
+        with gr.Column():
+            chatbot = gr.Chatbot([])
+            chatbot_speech = gr.Audio()
+            with gr.Column():
+                chat_clear = gr.Button("Clear")
+                play_speech = gr.Button("Play")
+        chat_clear.click(lambda:None,None,chatbot,queue=False)
+        play_speech.click(text_to_audio,chatbot,chatbot_speech,queue=False)
+
+        with gr.Column():
+            msg = gr.Textbox()
+            submit = gr.Button("Submit")
+            gr.Examples(BASE_SAMPLES,msg,label="Examples")
+            audio = gr.Audio(sources="microphone",type="filepath")
+
+        audio.change(translate,audio,msg,queue=False)
+        msg.submit(send_chat,[msg,chatbot],[msg,chatbot])
+        submit.click(send_chat,[msg,chatbot],[msg,chatbot],queue=False)
+
+
+
+iface = gr.TabbedInterface(
+    [chat_window,supply_chain_view],
+    ["Chat","Supply Chain View"],
+    title="MiMinions.ai",
+    css="footer {visibility: hidden}")
+
+if __name__ == "__main__":
+    iface.launch(
+        auth=[  ("admin","hello world"),
+                ("guest","p@55word")],
+        server_port=8000,
+        share=True,
+    )

data/materials.json

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+[
+    {"id": "1", "name": "Switchgear Panel", "description": "Main switchgear panel for power distribution", "barcode": 4006381333931, "location": "Building A", "unit": "pc", "price": 1500.0}, 
+    {"id": "2", "name": "Circuit Breaker", "description": "High voltage circuit breaker", "barcode": 5012345678900, "location": "Building B", "unit": "pc", "price": 800.0}, 
+    {"id": "3", "name": "Busbar", "description": "Copper busbar for power distribution", "barcode": 8901234567894, "location": "Building C", "unit": "m", "price": 50.0}, 
+    {"id": "4", "name": "Relay", "description": "Protection relay for switchgear", "barcode": 5901234123457, "location": "Building A", "unit": "pc", "price": 200.0}, 
+    {"id": "5", "name": "Transformer", "description": "Step-down transformer for voltage conversion", "barcode": 7612345678901, "location": "Building B", "unit": "pc", "price": 2500.0}, 
+    {"id": "6", "name": "Disconnect Switch", "description": "Isolating switch for safe maintenance", "barcode": 8412345678906, "location": "Building C", "unit": "pc", "price": 500.0}, 
+    {"id": "7", "name": "Metering Device", "description": "Energy meter for power measurement", "barcode": 6912345678902, "location": "Building A", "unit": "pc", "price": 150.0}, 
+    {"id": "8", "name": "Control Panel", "description": "Panel for controlling switchgear operations", "barcode": 7891234567898, "location": "Building B", "unit": "pc", "price": 1200.0}, 
+    {"id": "9", "name": "Fuse", "description": "Protective device for overcurrent protection", "barcode": 8712345678908, "location": "Building C", "unit": "pc", "price": 20.0}, 
+    {"id": "10", "name": "Busbar Support", "description": "Support structure for busbar installation", "barcode": 9312345678903, "location": "Building A", "unit": "pc", "price": 80.0},
+    {"id": "48", "name": "Control Selector Switch", "description": "Selector switch for control operations", "barcode": 8012345678904, "location": "Building C", "unit": "pc", "price": 5.0}, 
+    {"id": "49", "name": "Switchgear Terminal Lug", "description": "Terminal lug for switchgear connections", "barcode": 3212345678900, "location": "Building A", "unit": "pc", "price": 2.5}, 
+    {"id": "50", "name": "Control Indicator Lamp", "description": "Indicator lamp for control status", "barcode": 6012345678905, "location": "Building B", "unit": "pc", "price": 3.5}
+]

data/projects.json

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+[
+    {"id": "P003", "name": "Switch Gear Design", "description": "15kV Chicken Nuggets", "startDate": "2022-02-01", "endDate": "2022-05-31", "status": "On-Hold", "assignedTo": ["mark johnson", "roland ding"]},
+    {"id": "P004", "name": "Switch Gear Production", "description": "Mass production of switch gears", "startDate": "2022-06-01", "endDate": "2022-12-31", "status": "Planning", "assignedTo": ["emily brown", "roland ding"]},
+    {"id": "P005", "name": "Switch Gear Installation", "description": "Installation of switch gears at utility sites", "startDate": "2022-07-15", "endDate": "2022-09-30", "status": "In-Progress", "assignedTo": ["michael wilson", "roland ding"]},
+    {"id": "P006", "name": "Switch Gear Maintenance", "description": "Routine maintenance and repairs of switch gears", "startDate": "2022-04-01", "endDate": "2022-12-31", "status": "Planning", "assignedTo": ["sarah davis", "roland ding"]},
+    {"id": "P007", "name": "Switch Gear Upgrade", "description": "Upgrading existing switch gears with new features", "startDate": "2022-08-01", "endDate": "2022-11-30", "status": "Planning", "assignedTo": ["robert wilson", "roland ding"]}, 
+    {"id": "P008", "name": "Switch Gear Research", "description": "Conducting research on advanced switch gear technologies", "startDate": "2022-05-01", "endDate": "2022-10-31", "status": "In-Progress", "assignedTo": ["jennifer lee", "roland ding"]}, 
+    {"id": "P009", "name": "Switch Gear Supply Chain", "description": "Optimizing the supply chain for switch gear components", "startDate": "2022-09-01", "endDate": "2022-12-31", "status": "Planning", "assignedTo": ["david thompson", "roland ding"]}, 
+    {"id": "P010", "name": "Switch Gear Training", "description": "Providing training on switch gear operation and maintenance", "startDate": "2022-11-01", "endDate": "2022-11-30", "status": "Planning", "assignedTo": ["karen wilson", "roland ding"]}, 
+    {"id": "1", "name": "Switch Gear Project 10", "description": "This project involves manufacturing utility switch gears for a power distribution company.", "startDate": "2022-01-01", "endDate": "2022-06-30", "status": "Planning", "assignedTo": ["Roland Ding"]}, 
+    {"id": "2", "name": "Switch Gear Project 11", "description": "Manufacturing and testing of switch gears for a new substation installation.", "startDate": "2022-02-15", "endDate": "2022-08-31", "status": "In-Progress", "assignedTo": ["John Doe"]}, 
+    {"id": "3", "name": "Switch Gear Project 12", "description": "Upgrade of existing switch gears in a power plant.", "startDate": "2022-03-10", "endDate": "2022-09-30", "status": "Completed", "assignedTo": ["Chicken"]}, 
+    {"id": "4", "name": "Switch Gear Project 13", "description": "Installation of switch gears for a new industrial facility.", "startDate": "2022-04-20", "endDate": "2022-11-30", "status": "On-Hold", "assignedTo": ["Roland Ding", "John Doe"]}, 
+    {"id": "5", "name": "Switch Gear Project 14", "description": "Manufacturing and delivery of switch gears for a utility company's expansion project.", "startDate": "2022-05-05", "endDate": "2023-01-31", "status": "Planning", "assignedTo": []}
+]

host.py

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+import gradio as gr
+from fastapi import FastAPI
+
+from app import iface
+
+app = FastAPI()
+
+app = gr.mount_gradio_app(app,iface,path="/")

requirements.txt

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+openai==1.30.1
+gradio==4.31.5
+pandas==2.2.2
+fastapi==0.111.0
+gunicorn==22.0.0

supplier.py

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+from openai import OpenAI
+from tools import *
+
+# setup the api keys
+OPENAI_CLIENT = OpenAI()
+# aws_access_key_id = os.environ.get("AWS_ACCESS_KEY_ID")
+# aws_secret_access_key = os.environ.get("AWS_SECRET_ACCESS_KEY")
+
+App_state = {
+    "messages":[],
+    "sys_msg":[{
+        "role": "system",
+        "content": "Hi, I'm a Factory supply chain assistant! Ask me a question."
+    }],
+    "language":"en",
+    "voice":"nova",
+}
+
+# def sys_msg_to_chat():
+#     messages = []
+#     # search for each user and assistant message pair and return them as a list of tuples
+#     length = len(App_state["sys_msg"])
+#     for i,msg in enumerate(App_state["sys_msg"]):
+
+#         if msg["role"] == "user":
+#             for j in range(i+1,length):
+#                 if App_state["sys_msg"][j]["role"] == "assistant":
+#                     messages.append((App_state["sys_msg"][i]["content"],App_state["sys_msg"][j]["content"]))
+#                     break
+
+#     App_state["messages"] = messages
+
+def send_chat(text,messages=[]):
+    '''
+    send_chat function takes two arguments: text and messages
+
+    text: the text that the user inputs
+    messages: a list of tuples, each tuple contains two strings, the first string is the user input, the second string is the assistant output
+
+    return: a tuple, the first element is an empty string, the second element is the updated messages list
+
+    '''
+    App_state["sys_msg"].extend([{ "role": "user", "content": text }])
+
+    run(text)
+    
+    return "",App_state["messages"]
+
+def run(text,depth=0,max_depth=5):
+    if depth >= max_depth:
+        return "I'm sorry, the inquiry is too complex for me to handle. Please try again with a simpler question."
+    res = OPENAI_CLIENT.chat.completions.create(
+            model="gpt-3.5-turbo",
+            messages=App_state["sys_msg"],
+            tools=TOOL_SCHEMA,
+            tool_choice="auto"
+        )
+    
+    App_state["sys_msg"].append(res.choices[0].message.model_dump())
+    
+    if res.choices[0].message.tool_calls:
+        tool_calls = res.choices[0].message.tool_calls
+        tool_response = run_tool(tool_calls[0])
+        tool_message = {
+            "role":"tool",
+            "tool_call_id":tool_calls[0].id,
+            "name" : tool_calls[0].function.name,
+            "content":str(tool_response)
+        }
+        App_state["sys_msg"].append(tool_message)
+        run(text,depth+1,max_depth) # recursively running until there are no tool calls
+    else:
+        App_state["messages"].append((text,res.choices[0].message.content))
+
+def run_tool(tool_call):
+    tool_call_schema = tool_call.function.model_dump()
+    tool_name = tool_call_schema.get("name")
+    tool_args = json.loads(tool_call_schema.get("arguments"))
+    if tool_args:
+        result = TOOLS[tool_name](tool_args)
+    else:
+        result = TOOLS[tool_name]()
+
+    return result
+
+def translate(file_path):
+    if file_path:
+        f = open(file_path,"rb")
+        res = OPENAI_CLIENT.audio.translations.create(
+            file=f,
+            model="whisper-1")
+        return res.text
+    else:
+        return ""
+    
+def text_to_audio(chat_messages):
+    text = chat_messages[-1][-1]
+    response = OPENAI_CLIENT.audio.speech.create(
+        model="tts-1",
+        voice=App_state["voice"],
+        input=text,
+        
+    )
+
+    return response.content

tools/__init__.py

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+import json
+from tools.items import ItemManager
+
+material_manager = ItemManager(name="material")
+project_manager = ItemManager(name="project")
+
+with open("tools/tools.json","r") as f:
+    TOOL_SCHEMA = json.load(f).values()
+
+TOOLS = {
+    "get_materials"     :material_manager.get_items,
+    "get_material"      :material_manager.get_item,
+    "add_material"      :material_manager.add_item,
+    "update_material"   :material_manager.update_item,
+    "summarize_material":material_manager.summarize_item,
+    "remove_material"   :material_manager.remove_item,
+    "get_projects"      :project_manager.get_items,
+    "get_project"       :project_manager.get_item,
+    "add_project"       :project_manager.add_item,
+    "update_project"    :project_manager.update_item,
+    "summarize_project" :project_manager.summarize_item,
+    "remove_project"    :project_manager.remove_item
+}

tools/items.py

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+import json
+import pandas as pd
+from uuid import uuid4
+
+class ItemManager:
+    def __init__(self,name) -> None:
+        self.name = name
+        self.filename = f"data/{self.name}s.json"
+        with open(self.filename,"r") as f:
+            self.items = json.load(f)
+
+    def get_items(self):
+        df = pd.DataFrame(self.items)
+        return df
+    
+    def get_item(self,value,attribute="name"):
+        df = pd.DataFrame(self.items)
+        if attribute in df.columns:
+            return df[df[attribute]==value]
+        else:
+            return "The attribute you are searching for does not exist."
+    
+    def add_item(self,item):
+        if type(item) == dict:
+            self.items.append(item)
+        elif type(item) == str:
+            item = json.loads(item)
+        else:
+            return "item must be a dictionary or a string."
+        item.update({"id":str(uuid4())})
+        self.items.append(item)
+
+        with open(self.filename,"w") as f:
+            json.dump(self.items,f)
+        
+    def update_item(self,item):
+        if type(item) == dict:
+            pass
+        elif type(item) == str:
+            item = json.loads(item)
+            
+        else:
+            return "item must be a dictionary or a string."
+        
+        for i in range(len(self.items)):
+            if self.items[i]["id"] == item["id"]:
+                self.items[i] = item
+                with open(self.filename,"w") as f:
+                    json.dump(self.items,f)
+                return "item updated."
+        return "item not found."
+
+    def summarize_item(self):
+        df = pd.DataFrame(self.items)
+        return df.groupby("name").agg(
+            count=("id","count")
+        )
+    
+    def remove_item(self,item_id):
+        for i in range(len(self.items)):
+            if self.items[i]["id"] == item_id:
+                self.items.pop(i)
+                with open(self.filename,"w") as f:
+                    json.dump(self.items,f)
+                return "item removed."
+        return "item not found."

tools/tools.json

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+{
+    "get_materials":{
+        "type": "function",
+        "function": {
+            "name": "get_materials",
+            "description": "Get the current material list",
+            "parameters": {
+                "type": "object",
+                "properties": {},
+                "required": []
+            }
+        }
+    },
+    "get_material":{
+        "type": "function",
+        "function": {
+            "name": "get_material",
+            "description": "Get the material/materials which matches the given attribute value.",
+            "parameters": {
+                "type": "object",
+                "properties": {
+                    "attribute": {
+                        "type": "string",
+                        "description": "The attribute used to filter the materials."
+                    },
+                    "value": {
+                        "type": "string",
+                        "description": "The attribute value which used to match the materials."
+                    }
+                },
+                "required": ["attribute", "value"]
+            }
+        }
+    },
+    "add_material":{
+        "type":"function",
+        "function": {
+            "name": "add_material",
+            "description": "Add material to the material list.",
+            "parameters": {
+                "type": "object",
+                "properties": {
+                    "name": {
+                        "type": "string",
+                        "description": "The name of the material."
+                    },
+                    "description":{
+                        "type": "string",
+                        "description": "The description of the material."
+                    },
+                    "barcode": {
+                        "type": "number",
+                        "description": "The barcode of the material."
+                    },
+                    "location": {
+                        "type": "string",
+                        "description": "The location of the material."
+                    },
+                    "unit": {
+                        "type": "string",
+                        "description": "The unit of the material."
+                    },
+                    "price": {
+                        "type": "number",
+                        "description": "The price of the material."
+                    }
+                },
+                "required": ["name"]
+            }
+        }
+    },
+    "update_material":{
+        "type": "function",
+        "function": {
+            "name": "update_material",
+            "description": "Update the material which matches the given attribute value.",
+            "parameters": {
+                "type": "object",
+                "properties": {
+                    "id": {
+                        "type": "string",
+                        "description": "The id of the material to be updated."
+                    },
+                    "name": {
+                        "type": "string",
+                        "description": "The name of the material."
+                    },
+                    "description":{
+                        "type": "string",
+                        "description": "The description of the material."
+                    },
+                    "barcode": {
+                        "type": "number",
+                        "description": "The barcode of the material."
+                    },
+                    "location": {
+                        "type": "string",
+                        "description": "The location of the material."
+                    },
+                    "unit": {
+                        "type": "string",
+                        "description": "The unit of the material."
+                    },
+                    "price": {
+                        "type": "number",
+                        "description": "The price of the material."
+                    }
+                },
+                "required": ["id"]
+            }
+        }
+    },
+    "remove_material":{
+        "type": "function",
+        "function": {
+            "name": "remove_material",
+            "description": "Remove the material which matches the given material id.",
+            "parameters": {
+                "type": "object",
+                "properties": {
+                    "id": {
+                        "type": "string",
+                        "description": "The id of the material to be removed."
+                    }
+                },
+                "required": ["attribute", "value"]
+            }
+        }
+    },
+    "summarize_materials":{
+        "type": "function",
+        "function": {
+            "name": "summarize_materials",
+            "description": "Get the materials which matches the given location.",
+            "parameters": {
+                "type": "object",
+                "properties": {},
+                "required": []
+            }
+        }
+    },
+    "get_projects":{
+        "type": "function",
+        "function": {
+            "name": "get_projects",
+            "description": "Get the projects",
+            "parameters": {
+                "type": "object",
+                "properties": {},
+                "required": []
+            }
+        }
+    },
+    "get_project":{
+        "type": "function",
+        "function": {
+            "name": "get_project",
+            "description": "Get the project which matches the given attribute value.",
+            "parameters": {
+                "type": "object",
+                "properties": {
+                    "attribute": {
+                        "type": "string",
+                        "description": "The attribute used to filter the projects."
+                    },
+                    "value": {
+                        "type": "string",
+                        "description": "The attribute value which used to match the projects."
+                    }
+                },
+                "required": ["attribute", "value"]
+            }
+        }
+    },
+    "add_project":{
+        "type": "function",
+        "function": {
+            "name": "add_project",
+            "description": "Add project to the project list.",
+            "parameters": {
+                "type": "object",
+                "properties": {
+                    "name": {
+                        "type": "string",
+                        "description": "The name of the project."
+                    },
+                    "description":{
+                        "type": "string",
+                        "description": "The description of the project."
+                    },
+                    "location": {
+                        "type": "string",
+                        "description": "The location of the project."
+                    },
+                    "start_date": {
+                        "type": "string",
+                        "description": "The start date of the project."
+                    },
+                    "end_date": {
+                        "type": "string",
+                        "description": "The end date of the project."
+                    },
+                    "status":{
+                        "type": "string",
+                        "description": "The status of the project.",
+                        "default": "active"
+                    },
+                    "assignTo":{
+                        "type": "string",
+                        "description": "The assignTo of the project."
+                    }
+                },
+                "required": ["name"]
+            }
+        }
+    },
+    "update_project":{
+        "type": "function",
+        "function": {
+            "name": "update_project",
+            "description": "Update the project which matches the given attribute value.",
+            "parameters": {
+                "type": "object",
+                "properties": {
+                    "id": {
+                        "type": "string",
+                        "description": "The id of the project to be updated."
+                    },
+                    "name": {
+                        "type": "string",
+                        "description": "The name of the project."
+                    },
+                    "description":{
+                        "type": "string",
+                        "description": "The description of the project."
+                    },
+                    "location": {
+                        "type": "string",
+                        "description": "The location of the project."
+                    },
+                    "start_date": {
+                        "type": "string",
+                        "description": "The start date of the project."
+                    },
+                    "end_date": {
+                        "type": "string",
+                        "description": "The end date of the project."
+                    },
+                    "status":{
+                        "type": "string",
+                        "description": "The status of the project."
+                    },
+                    "assignTo":{
+                        "type": "string",
+                        "description": "The assignTo of the project."
+                    }
+                },
+                "required": ["id"]
+            }
+        }
+    },
+    "remove_project":{
+        "type": "function",
+        "function": {
+            "name": "remove_project",
+            "description": "Remove the project which matches the given project id.",
+            "parameters": {
+                "type": "object",
+                "properties": {
+                    "id": {
+                        "type": "string",
+                        "description": "The id of the project to be removed."
+                    }
+                },
+                "required": ["attribute", "value"]
+            }
+        }
+    },
+    "summarize_projects":{
+        "type": "function",
+        "function": {
+            "name": "summarize_projects",
+            "description": "Get the projects which matches the given location.",
+            "parameters": {
+                "type": "object",
+                "properties": {},
+                "required": []
+            }
+        }
+    }
+}