49 lines
6.2 KiB
Plaintext
49 lines
6.2 KiB
Plaintext
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ePehÒ ã ód — d dl Z d dlmZmZ d dlmZmZ d dlZd dlmZm Z m
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Z
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G d„ d¦ « Z dS )é N)ÚdatetimeÚ timedelta)ÚListÚTuple)ÚReceiptÚ TransactionÚMatchc ó¼ — e Zd Zd„ Zdee dee dee fd„Zdedee defd„Z dedee dee fd„Z
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ded ede e e
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f fd
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„Zd S ) Ú AIMatcherc ó\ — t j t j ¬¦ « | _ d| _ d S )N)Úapi_keyzllama3-8b-8192)ÚgroqÚGroqÚconfigÚ GROQ_API_KEYÚclientÚmodel)Úselfs ú(/Users/user/mkd/quickbooks/ai_matcher.pyÚ__init__zAIMatcher.__init__ s$ € Ý”iÔ(;Ð<Ñ<Ô<ˆŒ Ø%ˆŒ
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ó ÚreceiptsÚ transactionsÚreturnc ó� — g }|D ]/}| ||¦ « }|r| |¦ « Œ0t |d„ d¬¦ « S )Nc ó — | j S )N)Úconfidence_score)Úxs r ú<lambda>z:AIMatcher.match_receipts_to_transactions.<locals>.<lambda> s € ¨QÔ-?€ r T)ÚkeyÚreverse)Ú_find_best_matchÚappendÚsorted)r r r ÚmatchesÚreceiptÚ
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best_matchs r Ú match_receipts_to_transactionsz(AIMatcher.match_receipts_to_transactions s_ € ؈à ð +ð +ˆGØ ×.Ò.¨w¸ ÑEÔEˆJØð
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+Ø—’˜zÑ*Ô*Ð*øå�gÐ#?Ð#?ÈÐNÑNÔNÐNr r& c óÒ — | ||¦ « }|sd S d }d}|D ]E}| ||¦ « \ }}||k r$|t j k r|}t ||||¦ « }ŒF|S )Nr )Ú_filter_candidatesÚ_calculate_match_scorer ÚCONFIDENCE_THRESHOLDr ) r r& r Ú
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candidatesr' Ú
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highest_scoreÚ transactionÚscoreÚreasons r r" zAIMatcher._find_best_match s� € Ø×,Ò,¨W°lÑCÔCˆ
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Øð Ø�4àˆ
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à%ð Hð HˆKØ × 7Ò 7¸ÀÑ MÔ M‰MˆE�6Ø�}Ò$Ð$¨µ&Ô2MÒ)MÐ)MØ %�
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Ý " 7¨K¸ÀÑ GÔ G�
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øàÐr c ó° — g }|j dz }|D ]F}t |j ¦ « }t |j |z
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¦ « |k r| |¦ « ŒG|S )Ng à?)ÚamountÚabsr# )r r& r r- Úamount_thresholdr/ Útransaction_amount_abss r r* z AIMatcher._filter_candidates& sm € ð ˆ
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Ø"œ>¨CÑ/Ðà'ð /ð /ˆKå%(¨Ô);Ñ%<Ô%<Ð "å�7”>Ð$:Ñ:Ñ;Ô;Ð?OÒOÐOØ×!Ò! +Ñ.Ô.Ð.øàÐr r/ c óª — t |j |j z
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j ¦ « }t |j ¦ « }t |j |z
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¦ « }|j dk r
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||j z dz nd}d|j › d|j › d|j d¦ « › d|j › d|j › d|› d |j d¦ « › d
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|› d |› d |d
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›d|j › d|j › d�} | j j j
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| j d|dœgdd¬¦ « }|j d j
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j ¦ « } d| v rl| dd¦ « \ }
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} t# |
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¦ « ¦ « } t% t' | d¦ « d¦ « | ¦ « fS dS # t( $ r }
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ddt+ |
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¦ « › �fcY d }
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S d }
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~
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ww xY w)Nr éd z…
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Compare this receipt with this transaction and provide a confidence score (0-1) and brief reason:
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Receipt: z, $z, z%Y-%m-%dz
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Transaction: z
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(absolute: $z), z:
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Differences:
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- Date difference: z$ days
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- Amount difference: $z (z.1fz!%)
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- Vendor comparison: "z" vs "ap "
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Scoring guidelines:
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- Perfect matches (same vendor, amount, date): 0.95-1.0
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