yLiA d dl mZmZmZ d dlmZ d dlmZ d dlm Z d dl
Z
d dl Z e Z G d de Z
G d d e Z ed
ed Z ed ed
e
j" d Z ed e j' d de
fd Ze j' d ed fdefd Zedk( r"d dlZ ed ej0 e dd yy) )FastAPIFile
UploadFile) BaseModel)SentenceTransformer)pipelineNc & e Zd ZU eed< dZeed< y) EmbedRequestpromptzen-GB
language_codeN)__name__
__module__ __qualname__str__annotations__r '/var/www/html/lcp-python-backend/app.pyr
r
s K M3 r r
c e Zd ZU eed< y)KeywordRequesttargetN)r
r r r r r r r r r s Kr r z$Loading SentenceTransformer model...all-MiniLM-L6-v2zModel loaded successfully!zLoading Whisper model...basez"Whisper model loaded successfully!z/embedrequestc K t d| | j }| j }t d| d| t j | }t d|j
|j
}|dt | ||d}t d| |S # t $ r.}t dt | d t | icY d }~S d }~ww xY ww)
NzRequest data: zProcessing prompt: 'z' in language: z)Embedding generated successfully, shape: r ) embeddingmodel
dimensionsr r z
Response: zError: error)
printr r r encodeshapetolistlen Exceptionr )r r r r embedding_listresponsees r generate_embeddingr) s !
wi() --
$VHOM?KL LL(
9)//9JKL #))+ (' n- *
8*%& !
Ax !Q !s5 CBB C C"#C CC CCz /transcribe.filec K t d| j t d| j d| j }t d| t |d 5 }| j d { }|j | d d d t dt j j | d t j j | sdd iS t j j | j d
j }t d | |d v rdd
iS t j |d }t d|d t
j | |d |j# dd | j dS 7 # 1 sw Y xY w# t $ r1}t dt | ddt | icY d }~S d }~ww xY w# t $ rq}t dt | dt% v r4t j j rt
j | ddt | icY d }~S d }~ww xY ww)Nz File name: zFile content type: temp_zSaving file to: wbz File saved successfully. Size: z bytesr z Failed to save uploaded file zFile extension: )z.webmz.mp4z.m4az.oggzAWebM/MP4/M4A files require FFmpeg to be installed on your system.F)fp16zTranscription result: textzWhisper error: zTranscription failed: languageunknown)r0 r1 filenamez Error during transcription: temp_file_path)r r3 content_typeopenreadwriteospathgetsizeexistssplitextlower
whisper_model
transcriber% r removegetlocals)r* r4 buffercontentfile_extensionresult
whisper_errorr( s r transcribe_audiorI < s8 4<
DMM?+,
#D$5$5#678 ! 0
012
.$
' "6 IIK'G LL ! " /0O/PPVWX ww~~n- ;< < ))$--8;AAC
012
L !BB `
'11.u1M.vf~.>?@ .! 6N
:y9
A ( " "4 L OC
$6#78 9 5c-6H5I JK K L <
,SVH56 vx 'BGGNN>,J IIn %1#a&:;; rW s - - 5 ! i!9 !Y , - ./ " # !"""6*
* + (!l ! !< -.23i 5< 5< 5?GKK+D1 r