奇米777四色影视在线看,亚洲欧美日韩综合俺去了

???? ??? ?? ?? ???? ??? ?? ???? ? ?? ???? ??? ?? ??? ??? ??? ??? ? ? ?? ??? ?? ??? ?? ? ????. ? ?? ????? ?? ??? ??? ??? ???? ?? ?? ????? ???????. ?? ??? Rag Pipeline? ???? ???? ?? FastApi ?? ????? ???? ????? ???? ???? ??? ? ??? ??? ???? ?? ?? ??? ? ?? ? ??? ????. ? ??? Fastapi ??? ??, ??? ??? ??? ???? Raspberry Pi?? ?? ?? ??? ???? ?? ?????. ??, ?? ?? ??? ? ??? ?? ??????? ????.

?? ??

?? ?? ??? ?? ? ???? ??? ????? ???? ?? FastApi ???? ??????.
Fastapi ??? ? Rag ??? ??? ?? ???? ?? Reflex? ???? ??? ??? ? ?????? ??????.
?? ? ???? ?? API ?? ???? ???? ????? FastAPI? ??? ??? ?????.
Raspberry Pi? ?? ?? ????? ???? ????? ??? ? ??? ?? ?? ??? ???? ????????.
????? ?? ?????? ??? ?? Fastapi? Reflex? ??? ??????.
Raspberry Pi?? ??? ???? Rag ??????? ???? ?? Fastapi ? Reflex ?? ??? ?? ? ?? ??????.

?? ??? ?? ?? ???? ??????. Langchain ? Ollama-Part I? ??? Edge Devices? ?? ??? ?? ?????? .

??

??? ?? ??
Fastapi? ??? ??
??? ??? ?? ??
??? ? ??
?? ?? ??

? ??? Data Science Blogathon ? ??? ??????? .

??? ?? ??

?? ????? ???? ?? ??? ???????. ??? ??? ?? ???? ??????.

 Deeplake 
boto3 == 1.34.144 
BOTOCORE == 1.34.144 
Fastapi == 0.110.3 
Gunicorn == 22.0.0 
httpx == 0.27.0 
huggingface-hub == 0.23.4 
langchain == 0.2.6 
Langchain-Community == 0.2.6 
Langchain-Core == 0.2.11 
Langchain-Experimental == 0.0.62 
Langchain-text-splitters == 0.2.2 
Langsmith == 0.1.83 
???? == 3.21.3 
Numpy == 1.26.4 
?? == 2.2.2 
Pydantic == 2.8.2 
pydantic_core == 2.20.1 
pymupdf == 1.24.7 
pymupdfb == 1.24.6 
Python-dotenv == 1.0.1 
pytz == 2024.1 
pyyaml ??== 6.0.1 
?? == 0.5.6 
?? == 2.32.3
?? == 0.5.6
?? ??? ?? == 0.1.13

??? ???? ???? ??? ??? ??? ??????. ??? Ollama? ???? ??? ? ????. ? ??? 1 ??? ?? ??? ?? ??? ??? ??? ?? ????????. ????? ??? ? ??? ?? ????????? ? ?? ????? ????.

Ollama? ???? ??? ?? ?? ?? ?? ????? ?? ? ????????.

Fastapi? ??? ??

? ??? 1 ???? ??? QNA ??? ?? ?? ?? ??? ??? ??????. ??? ?? ??? ???? ? ??? ??? ?????? ???? ??????. ?? ??? API? ???? Fastapi? ??? ??? ???????. ?? ?? Streamlit, Chainlit, Gradio, Reflex, React, Angular ?? ?? ??? ?? ??????? ???? ? ??????. ?? ????? ??? ???? ???????. ?? ??? ??? ?? ??? ?? ????? ?? ??? ?? ?? ???? ?? ??? ?? ??? ??????.

??? ??? ??? ?? ?????.

 ???
├ ── app.py
├ ─) ?? ?? .txt
SRC
    config.py
    doc_loader
    base_loader.py
    │ │ │─? __init__.py
    pdf_loader.py
    ├ ? ?? .py
    ├ ── __init__.py
    └ ── QNA.PY

config.py?? ???????. ? ???? Ollama URL, LLM ?? ? ??? ?? ??? ?? ?? ????? ?? ??? ?? ??? ?????. ??? ????.

 language_model_name = "phi3"
embeddings_model_name = "nomic-embed-text"
Ollama_url = "http : // localhost : 11434"

base_loader.py ???? ??? ?? ??? ???? ?? ?? ?? ???? ???? ????. ? ?? ??????? PDF ?? ? ???? ???? Child PDFloader ???? ??? ????.
Baseloader ???? ???? ? ????.

??? base_loader.py ? pdf_loader.py? ?????.

 # base_loader.py
ABC ?? ?? ABC, AbstractMethod

??? Baseloader (ABC) :
    def __init __ (self, file_path : str) -> ?? :
        self.file_path = file_path

    @abstractmethod
    Async def load_document (self) :
        ????


# pdf_loader.py
OS ?? ??

.base_loader ?? ?? BANELOADER
Langchain?? Schema ?? ?? ??
langchain.document_loaders.pdf import pymupdfloader??
langchain.text_splitter import aratertextsplitter??


??? pdfloader (Baseloader) :
    def __init __ (self, file_path : str) -> ?? :
        super () .__ init __ (file_path)

    Async def load_document (self) :
        self.file_name = os.path.baseName (self.file_path)
        ?? = pymupdfloader (file_path = self.file_path)

        text_splitter = charactertextsplitter (
            ??? = "\ n",
            chunk_size = 1000,
            chunk_overlap = 200,
        ))
        pages = await loader.aload ()
        Total_Pages = len (???)
        ?? = []
        idx? ??, ?? (???)? ??? :
            chunks.Append (
                ??(
                    page_content = page.page_content,
                    ?? ??? = dict (
                        {
                            "file_name": self.file_name,
                            "page_no": str (idx 1),
                            "Total_Pages": str (Total_Pages),
                        }
                    ),)
                ))
            ))

        final_chunks = text_splitter.split_documents (??)
        Final_Chunks? ?????

??? ??? 1 ??? pdf_loader? ??? ?? ??????.

???? ?? ???? ??? ???. ??? ?? ?? ??? Part-1?? ?? ? ?? ?????.

?? ??? ??

 OS ?? ??
CFG? ??? ?????

PENECONE ?? ?? PENECONE??
langchain.vectorstores.deeplake import deeplake??
langchain.embeddings.ollama import ollamaembeddings??
.doc_loader?? pdfloader? ?????

?? ?? :
    "" "?? ?? ??? ??" "" "" "" "" "
    def __init __ (self) :
        ????:
            self.embeddings = ollamaembeddings (
                model = cfg.embeddings_model_name,
                base_url = cfg.ollama_url,
                show_progress = true,
            ))
            self.vector_store = deeplake (
                DataSet_Path = "data/text_vectorStore",
                ??? = self.embeddings,
                num_workers = 4,
                verbose = false,
            ))
        E? ??? ???? :
            runtimeerror? ????? (f "?? ???? ????? ?????. ?? : {e}")

    Async def create_and_add_embeddings (
        ??,
        ?? : str,
    ) : :
        ????:
            ?? = pdfloader (
                file_path = ??,
            ))

            ?? = AWAIT LODER.LOAD_DOCUMENT ()
            size = await self.vector_store.aadd_documents (documents = chunks)
            ?? ? (??)
        e :
            ??? ????? (f "?? : {e}")

?? ?? ???? ?? ???? QNA ???? ??????. ??? ?? ?? ?? ??? 1 ??? ?? ?? ?????.

QNA ??? ??

 OS ?? ??
CFG? ??? ?????

PENECONE ?? ?? PENECONE??
langchain.vectorstores.deeplake import deeplake??
langchain.embeddings.ollama import ollamaembeddings??
Langchain_community.llms.llams import Ollama??
.doc_loader?? pdfloader? ?????

??? QNA :
    "" "?? ?? ??? ??" "" "" "" "" "
    def __init __ (self) :
        ????:
            self.embeddings = ollamaembeddings (
                model = cfg.embeddings_model_name,
                base_url = cfg.ollama_url,
                show_progress = true,
            ))
            self.model = Ollama (
                model = cfg.language_model_name,
                base_url = cfg.ollama_url,
                verbose = true,
                ?? = 0.2,
            ))
            self.vector_store = deeplake (
                DataSet_Path = "data/text_vectorStore",
                ??? = self.embeddings,
                num_workers = 4,
                verbose = false,
            ))
            self.retriever = self.vector_store.as_retriever (
                search_type = "???",
                search_kwargs = {
                    "K": 10,
                },
            ))
        E? ??? ???? :
            runtimeerror? ????? (f "?? ???? ????? ?????. ?? : {e}")

    def create_rag_chain (self) :
        ????:
            system_prompt = "" "<instructions> \ n \ ncontext : {context}"
            "" "
            ???? = chatprompttemplate.from_messages (
                [? ?
                    ( "System", System_Prompt),
                    ( "human", "{input}"),
                ]]
            ))
            question_answer_chain = create_stuff_documents_chain (self.model, prompt)
            rag_chain = create_retrieval_chain (self.retriever, Question_answer_chain)

            RAG_CHAIN? ??????
        E? ??? ???? :
            runtimeerror rase (f "?? ??? ???? ?????. ?? : {e}")</instructions>

?? ?? ??? Rag ?? ?? ?? ??? ??????. ?? ?? Fastapi? ???.

FastApi ?? ???? ??

 SYS ?? ??
OS ?? ??
Uvicorn? ??????

SRC ?? ?? QNA, ??
Fastapi import Fastapi, ??, ??, ??? ?????
FastApi. Respones import StreamingResponse

app = fastapi ()

?? = ?? ()
chatbot = qna ()
rag_chain = chatbot.create_rag_chain ()


@app.get ( "/")
def hello () :
    return { "message": "?? 8089?? ???? API"}}


@app.post ( "/query")
Async def ask_query (?? : ??) :
    data = await request.json ()
    question = data.get ( "Question")

    Async def event_generator () :
        rag_chain.pick? ?? ( "??"). stream ({ "input": question}) :
            ?? ???

    return streamingResponse (event_generator (), media_type = "text/plain")


@app.post ( "/insest")
Async def ingest_document (?? : uploadfile = file (...)) :
    ????:
        os.makedirs ( "??", extin_ok = true)
        file_location = f "files/{file.filename}"
        file_object? Open (file_location, "wb")? ???? :
            file_object.write (file.file.read ())

        size = await encestion.create_and_add_embeddings (file = file_location)
        return { "message": f "?? insested! ?? ? : {size}"}
    E? ??? ???? :
        return { "message": f "??? ?????? : {e}"}


__name__ == "__main__"? ?? :
    ????:
        uvicorn.run (app, host = "0.0.0.0", port = 8089)
    e : keyboardinterrupt? ???? :
        print ( "? ??!")

? ?? ????? ?? ?????.

?? Fastapi ?, ?? ? QNA ??? ??????. ?? ?? QNA ???? create_rag_chain ???? ???? ?? ??? ????.
? ?? ??? ??? GET ?????. ??? ??? ?? ?? ??? ? ? ??? ?????. 'Hello World'?? ????? ??????.
? ??? ?? ?? ??????. ??? ?? ???? ??? ???? ? ?????. ?? ?? ??? ???? ???? ??? ?????. ?? ?? ?? ??? ??? ?? ????? ??? ???? ????. Fastapi? LLM? ??? ?? ??? ???? ?? ??????? ChatGpt? ?? ??? ?? ? ????? ???????. ?? ?? StreamingResponse ???? ??? ??? ??? ?????.
? ?? ??? ?? ?????. ?? ?? ??? ???? ???? ??? ??? ??????. ? ??? ?? ????? ?? ? ?? Create_and_add_embeddings ensestion ???? ???? ?????.

?????, ???? ??? ???? uvicorn ???? ???? ?? ?????. ?? ?????? ?? ??? ???? ?? ????? ?????.

 Python app.py

Langchain??? Edge ???? ?? ??? ?? ?? ????

?? ???? ???? ?? ???, ??? ?? ???? ?? API ??? IDE? ??????. Thunder Client Extension? ???? ??? ??? ?? ? ?? ????.

?? ??? ??? :

Langchain??? Edge ???? ?? ??? ?? ?? ????

?? ?? ??? ??? :

Langchain??? Edge ???? ?? ??? ?? ?? ????

??? ??? ?? ??

??? Rag ?? ????? ?????? FastApi ?? ????? ??????. ?? ??? ??? ?? ? ?????. ?? ?? ??? ?? ?????? ??? ? ???? ?? ??? ?? ??? ???? ??? ??? ?????. ??? ??? ?? ??? ?? ??????, ???? ???? ? ??????? ????? ???????. ???, ??? ?? ? ??? ?? ???? ?? ??????? ???? ?????. Chatbot ?? ???? ???? ??? ?????? ???? ?????. ?? ??? ?? ??? ???? ?? ? ? ??? ??? ????.

??? ?? ????

??? ????? ??? ?? ????? ????.

 ??? ??
├ ─) ??
favicon.ico
Docs
Demo.gif
Chat
contronents
Chat.py
file_upload.py
│ │ ├ ├ ? .py
loading_icon.py
modal.py
navbar.py
│ │ │─? __init__.py
Chat.py
state.py
├ ─) ?? ?? .txt
RxConfig.py
UPLODED_FILES

?? ???? ??

??? ?? ?? ?? ??? ??????.

1 ?? : Frontend ?????? ?? ??? ???? ??????

 git ?? https://github.com/reflex-dev/reflex-chat.git.

2 ?? : ????? ?? ??? ?????? ?? ??? ??????.

 ?? ??

Langchain??? Edge ???? ?? ??? ?? ?? ????

??? ?? ?? ???? ?? ? ?? ??????.

3 ?? : ? ???, ??? ?? ???? ???? ?? ??? ??????.

 ?? ??

Langchain??? Edge ???? ?? ??? ?? ?? ????

?? ?? ??? ?????. ?? chat.py ??? ???????.

??? ??? ?????.

 Rx? ??? ?????
reflex_demo.components import loading_icon? ?????
Reflex_demo.State import QA, State??

message_style = dict (
    display = "???-??",
    ?? = "0 10px",
    border_radius = "8px",
    max_width = [ "30em", "30em", "50em", "50em", "50em", "50em"],
))


def message (qa : qa) -> rx.component :
    "" "?? ??/?? ???.

    Args :
        QA : ??/?? ?.

    ??:
        ??/?? ?? ???? ?? ??.
    "" "
    RX.box ?? (
        rx.box (
            rx.markdown (
                qa.question,
                background_color = rx.color ( "Mauve", 4),
                color = rx.color ( "Mauve", 12),
                ** message_style,
            ),)
            text_align = "right",
            margin_top = "1em",
        ),)
        rx.box (
            rx.markdown (
                qa.answer,
                background_color = rx.color ( "???", 4),
                color = rx.color ( "???", 12),
                ** message_style,
            ),)
            text_align = "left",
            padding_top = "1em",
        ),)
        ?? = "100%",
    ))


def chat () -> rx.component :
    "" "?? ??? ?? ???? ??????." ""
    return rx.vstack (
        rx.box (rx.foreach (state.chats [state.current_chat], ???), ?? = "100%"),
        py = "8",
        flex = "1",
        ?? = "100%",
        max_width = "50em",
        padding_x = "4px",
        align_self = "Center",
        ???? = "???",
        padding_bottom = "5em",
    ))


def action_bar () -> rx.component :
    "" "? ???? ??? ?? ?." ""
    return rx.center (
        rx.vstack (
            rx.chakra.form (
                rx.chakra.form_control (
                    rx.hstack (
                        rx.input (
                            rx.input.slot (
                                rx.tooltip (
                                    rx.icon ( "??", ?? = 18),
                                    content = "??? ???? ??? ??????.",
                                ))
                            ),)
                            ?? ?? ? = "?? ?? ...",
                            ,,,
                            ?? = [ "15EM", "20EM", "45EM", "50EM", "50EM", "50EM"],
                        ),)
                        RX.Button (
                            rx.cond (
                                state.processing,
                                loading_icon (?? = "1em"),
                                rx.text ( "send", font_family = "ubuntu"),
                            ),)
                            type = "??",
                        ),)
                        align_items = "Center",
                    ),)
                    is_disabled = state.processing,
                ),)
                on_submit = state.process_question,
                reset_on_submit = true,
            ),)
            rx.text (
                "Resygpt? ????? ?????? ???? ??? ?? ? ? ????. ?? ??.",
                text_align = "Center",
                font_size = ". 75em",
                color = rx.color ( "Mauve", 10),
                font_family = "ubuntu",
            ),)
            rx.logo (margin_top = "-1em", margin_bottom = "-1em"),
            align_items = "Center",
        ),)
        ?? = "???",
        ?? = "0",
        ?? = "0",
        padding_y = "16px",
        Backdrop_Filter = "Auto",
        Backdrop_Blur = "LG",
        border_top = f "1px solid {rx.color ( 'mauve', 3)}",
        background_color = rx.color ( "mauve", 2),
        align_items = "????",
        ?? = "100%",
    ))

??? ???? ????? ???? ?? ?????.

???? chat.py ?? ?????. ??? ?? ?? ?? ?????.

?? ?? ?? ??? ?? ??

??? ?????.

 Rx? ??? ?????
reflex_demo.components import ??, navbar, upload_form
Reflex_demo.STATE ?? ?? ????


@rx.page (route = "/chat", title = "rag chatbot")
def chat_interface () -> rx.component :
    rx.chakra.vstack? ?????.
        navbar (),
        chat.chat (),
        chat.action_bar (),
        background_color = rx.color ( "mauve", 1),
        color = rx.color ( "Mauve", 12),
        min_height = "100vh",
        align_items = "????",
        ?? = "0",
    ))


@rx.page (route = "/", title = "rag chatbot")
def index () -> rx.component :
    rx.chakra.vstack? ?????.
        navbar (),
        upload_form (),
        background_color = rx.color ( "mauve", 1),
        color = rx.color ( "Mauve", 12),
        min_height = "100vh",
        align_items = "????",
        ?? = "0",
    ))


# ?? ??? ???? ??????.
app = rx.app (
    ?? = rx.theme (
        ?? = "???",
        accent_color = "jade",
    ),)
    ??? ?? = "https://fonts.googleapis.com/css2?family=ubuntu&display=swap"],
    ??? = {
        "font_family": "ubuntu",
    },
))
app.add_page (??)
app.add_page (chat_interface)

??? ?? ?????? ?????. ??? ?? ???? ? ??? ????? ??? ??? ?????.

???? state.py ??? ???????. ??? ??? ??? ??? ?? API ?? ???? ?? ? ????.

state.py ?? ??

 ?? ?? ??
Rx? ??? ?????


??? QA (rx.base) :
    ?? : str
    ? : Str


default_chats = {
    "Intros": [],
}


??? ?? (rx.state) :
    ?? : dict [str, list [qa]] = default_chats
    current_chat = "intros"
    URL : str = "http : // localhost : 8089/query"
    ?? : str
    ?? : bool = false
    new_chat_name : str = ""

    def create_chat (self) :
        "" "? ?? ???." "" "
        # ?? ??? ? ??? ??????.
        self.current_chat = self.new_chat_name
        self.chats [self.new_chat_name] = []

    def delete_chat (self) :
        "" "?? ?? ??." ""
        del self.chats [self.current_chat]
        Len (self.chats) == 0 :
            self.chats = default_chats
        self.current_chat = list (self.chats.keys ()) [0]

    def set_chat (self, chat_name : str) :
        "" "?? ??? ??? ??????.

        Args :
            chat_name : ??? ??.
        "" "
        self.current_chat = chat_name

    @rx.var
    def chat_titles (self) -> list [str] :
        "" "?? ?? ??? ?????.

        ??:
            ?? ?? ??.
        "" "
        ?? ?? (self.chats.keys ())

    Async def process_question (self, form_data : dict [str, str]) :
        # ???? ??? ?????
        Question = form_data [ "Question"]

        # ??? ?? ??? ??????
        ?? == ""? ?? :
            ??

        model = self.openai_process_question

        ??? ?? ?? ??? (??) :
            ?? ?

    Async def openai_process_question (self, question : str) :
        "" "API??? ??? ?????.

        Args :
            form_data : ?? ????? ??.
        "" "
        # ?? ??? ??? ??????.
        qa = qa (question = question, derson = "")
        self.chats [self.current_chat] .append (Qa)
        ???? = { "??": ??}

        # ??? ??? ??? ??????.
        self.processing = true
        ????

        ?? = requests.post (self.url, json = payload, stream = true)

        # ??? ?????? ?? ?? ?? ?????.
        response? answer_text? ?? (chunk_size = 512) :
            # answer_text? ???? ?? ???? ??? ??????
            answer_text = answer_text.decode ()
            answer_text? ??? :
                self.chats [self.current_chat] [-1] .answer = Answer_text
            ? ??:
                Answer_Text = ""
                self.chats [self.current_chat] [-1] .answer = Answer_text
            self.chats = self.chats
            ????

        # ?? ???? ?????.
        self.processing = false

? ????? ?? ?? ???? URL? ??????. ?? OpenAI_Process_Question ???? ???? ?? ?? ???? ??? ??? ??? ????? ?????.
?? ?????? ?????.

file_upload.py ??? ?? ??

????? file_upload.py ??? ??? ??? ???. ? ?? ??? ??? ???? ??? ?? ??? ??? ? ? ????.

 Rx? ??? ?????
OS ?? ??
?? ??

?? ?? ??


??? uploadexample (rx.state) :
    ??? : bool = false
    ?? : bool = false
    ?? : int = 0
    Total_bytes : int = 0
    ingestion_url = "http://127.0.0.1:8089/ingest"

    Async def handle_upload (??, ?? : List [rx.uploadfile]) :
        self.ingesting = true
        ????
        ?? ??? ?? :
            file_bytes = await file.Read ()
            file_name = file.filename
            ?? = {
                "??": (os.path.baseName (file_name), file_bytes, "multipart/form-data")
            }
            ?? = requests.post (self.ingestion_url, files = files)
            self.ingesting = false
            ????
            if response.status_code == 200 :
                # Rx.Rx.Rxirect ( "/Chat")
                self.show_redirect_popup ()

    def handle_upload_progress (self, progress : dict) :
        self.uploading = true
        self.progress = Round (?? [Progress [ "Progress"] * 100)
        self.progress> = 100 ? ?? :
            self.uploading = false

    def cancel_upload (self) :
        self.uploading = false
        rx.cancel_upload? ????? ( "upload3")


def upload_form () :
    return rx.vstack (
        rx.upload (
            rx.flex (
                rx.text (
                    "??? ??? ??? ? ????? ??? ????? ??????",
                    font_family = "ubuntu",
                ),)
                rx.icon ( "???", ?? = 30),
                ?? = "?",
                align = "Center",
            ),)
            ,,,
            Border = "1px ?? RGB (233, 233,233, 0.4)",
            ?? = "5em 0 10px 0",
            background_color = "RGB (107,99,246)",
            border_radius = "8px",
            ?? = "1em",
        ),)
        rx.vstack (rx.foreach (rx.selected_files ( "upload3"), rx.text)),
        rx.cond (
            ~ uploadexample.inging,
            RX.Button (
                "???",
                on_click = uploadexample.handle_upload (
                    rx.upload_files (
                        upload_,
                        on_upload_progress = uploadexample.handle_upload_progress,
                    ),)
                ),)
            ),)
            rx.flex (
                rx.spinner (size = "3", loading = uploadexample.ingesting),
                RX.Button (
                    "??",
                    on_click = uploadexample.cancel_upload,
                ),)
                align = "Center",
                ?? = "3",
            ),)
        ),)
        rx.alert_dialog.root (
            rx.alert_dialog.trigger (
                rx.button ( "?? ??", color_scheme = "green"),
            ),)
            rx.alert_dialog.content (
                rx.alert_dialog.title ( "?? ?????? ?????"),
                rx.alert_dialog.description (
                    "??? ?? ?????? ???????.",
                    ?? = "2",
                ),)
                rx.flex (
                    rx.alert_dialog.cancel (
                        RX.Button (
                            "??",
                            ?? = "???",
                            color_scheme = "???",
                        ),)
                    ),)
                    rx.alert_dialog.action (
                        RX.Button (
                            "????",
                            color_scheme = "??",
                            variant = "solid",
                            on_click = rx.redirect ( "/Chat"),
                        ),)
                    ),)
                    ?? = "3",
                    margin_top = "16px",
                    respitify = "end",
                ),)
                ??? = { "max_width": 450},
            ),)
        ),)
        align = "Center",
    ))

? ?? ??? ???? ??? ????? ?? ???? ?? ? ? ????. Fastapi ?? ensest ?? ???? ???? ??? ????? ?????. ?? ? ???? ??? ??? ? ????
??? ?????? ?? ??????.

?? ?? ??? ?? ????? ??? ??? ??????. ?? ?? ??? ???? ?? ????? ????????.

??? ? ??

?? ?? ??? ? ???? ?? ????? ??? ? ???. ?? ????? ????? ??? ?? ?? ?? ??? ???????. ??? ???? ?????? ??? ?? ??????
?? ?? :

 Python app.py

Fastapi? ??? ??? ??? ??????. ?? ?? ?? ??? ?????? ?? ??? ???? ??? ?? ?? ?????.

 ?? ??

??? ?? ???? ?? ??? ?? ?? ????? ?? ?? URL? ??????. ???? ?? ??? ???? ????. ??? ????? ??? ??? ????.

Langchain??? Edge ???? ?? ??? ?? ?? ????

??? ????? ?????. ?? ??? ?? ??? ???
?? ??. ???? '?? ??'??? ???? ?? ?????? ??????. ??? ???? ???? ????.

??

Thistwo Parteries??? ?? ?? ??? ?? ???? Fastapi ???? ???? ?? ?? ??? ??? ???? ?? ????? Raspberry Pi? ???? ???? Rag ??????? ??????. ??? ??? ???? RAG ??? ??? ??? ? ? ?? ????? ??? ??? ? ? ?????? ?? ??? ?? ??? ?????. ??? ??? ????? ?? ???? ???? ?? ? ?? ??????? ???? ???? ? ??? ??? ?????. ? ??? Raspberry Pi? ?? ???? ??? ??? AI ?? ??????? ?? ? ??? ??? ???? ?? ?? ?? ????? ??? ??? ? ?? ???? ????? ????.

?? ??? ??

Ollama? ???? ??? ??? ? ?? ??? ???? ?? ?? ??? ?? ??? ???? ???? ??????? ?? ?? ?????????.
? ??? ?? ?? ? ?? ????? ?? ??? ??? ???? Rag Pipeline? Fastapi ?? ?????? ???? ??? ?????.
RAG ?? ????? ??? ??? ??? ?? ??? ?? ????? ? Reflex? ???? ?????. ? ??? ?? ?? ???? ???? ???? RAG ??? ??? ?? ?????? ??? ??? ? ?????? ???? ??? ?????.
? ??? Fastapi ???? Reflex ??? ??? ???? Raspberry Pi? ?? ?? ????? ???? ??? ?? ? ??? ???? ?????.
Postman ?? Thunder Client? ?? ??? ???? ?? ? ?? ?? ???? ?? ??????? ???? ??? ?? ??? ??? ???? ????? ?? ?? ????? ???? ????????.