o si* @sddlZddlZddlZddlZddlmZddlZedZeej dZ ej ej ej ej edZdddd d d d d dddd dddddd dddddd dZd%ddZd%ddZd d!Zd&d#d$ZdS)'N)datetime ava_advisorz$https://api.x.ai/v1/chat/completionszstrategies.jsonz:an analytical, professional, and cautious business advisorz]Focus on Business Objectives: Profit, Demand (Velocity), and Risk Management. Be Risk-Averse.z3Professional, objective, and concise (50-80 words).zAvoid "wishy-washy" language. Give a clear "Buy" or "Pass" recommendation based on the data. Highlight margins and "don't lose money" scenarios.zC"Pass. The 22% margin is too slim for the current rank volatility.")rolefocustone style_guideexamplez"an aggressive, high-volume flipperz9Focus on Velocity, turnover speed, and "get in, get out".z'Short, punchy, energetic (30-50 words).zIUse exclamation points for good deals. Be direct. Focus on speed of sale.z["Buy! Rank is dropping fast. Price is low. Grab 5 copies and flip them before the weekend."z/an educational mentor and book arbitrage expertzHFocus on teaching *why* a deal is good or bad, citing specific concepts.z-Verbose, patient, explanatory (80-100 words).zuExplain the "why". Connect data points (e.g., "U-shaped sales curve indicates seasonal demand"). Use a teaching tone.z"This is an interesting case. Notice the 'U-shaped' sales curve? That indicates seasonal textbook demand. Although the current price is low..."z)a quantitative analyst and data scientistzLFocus on statistical confidence, historical averages, and objective metrics.z2Dry, robotic, purely objective. Use bullet points.z^Present data in structured format. Focus on variance, confidence intervals, and probabilities.zjVelocity: High (Top 1%) Price Variance: +/- 15% Rec: Strong Buy based on 3-year historical support levels.)cfoflipper professorquantc Cspztjtrttddd}t|}t|trg}t gd}|r@| dd }| dd }d|vs;d|vr@| d |D]6}t|t rp| d d }|rY||vsY|d kro|d |d | ddd| ddqB|d|qBd|WdWSWdWdS1swYWdSWdSty} ztd| WYd} ~ dSd} ~ ww)z Loads strategies from strategies.json and formats them for the prompt. Args: deal_context (dict, optional): Context about the deal (e.g., category, seasonality) to filter strategies. rzutf-8)encoding)GeneralBuyingRiskDetailed_SeasonalityTitletextbook Seasonalitycategoryrz - [Category: z] IF triggerzN/Az THEN advicez-  NzError loading strategies: )ospathexistsSTRATEGIES_FILEopenjsonload isinstancelistsetgetloweradddictappendjoin Exceptionloggererror) deal_contextf strategies formattedrelevant_categories seasonalitytitlescater82/var/www/agentarbitrage/keepa_deals/ava_advisor.pyload_strategies1sB       ,  r:c Cs|r|ntd}|r*t|dkr|ddd|ddnd}td|n td d d iSd |d d}tjdd}zHtdt|j t||d}td|j |j }t|dkrstd|dddntd|| | WWdStjy}z(td|jj d|jj d|jj |jj dWYd}~WdSd}~wtjt jfy}z"td|ttd t|iWYd}~WdSd}~ww1swYdS)z) Sends a request to the xAI API. XAI_TOKEN Nz...z***zUsing XAI_TOKEN: zDXAI_TOKEN is not set in environment variables or passed as argument.r-zXAI_TOKEN is not configured.zBearer zapplication/json) Authorizationz Content-TypegN@)timeoutzSending request to xAI API: )headersr zxAI Response Status Code: izxAI Response Body (truncated): zxAI Response Body: z#xAI API request failed with status z: zAPI request failed with status )r-contentzxAI API request failed: )rgetenvlenr,infor-httpxClient XAI_API_URLpost status_codetextraise_for_statusr HTTPStatusErrorresponse RequestErrorJSONDecodeError traceback format_excstr) payloadapi_key xai_api_key masked_keyrAclientrN response_textr7r8r8r9 query_xai_api[sD,  "rZc Cs\|durdSzt|trt|dddd}d|dWSttfy-t|YSw)N-$r,z,.2f)r"rSfloatreplace ValueError TypeError)valuer8r8r9format_currencys  rcr c Cszz|dd}|dp|d}|d}|d}|d}|dd }|d } |d } |d } |d d} |dd} t|td}t|d}d}|r[d|d}dgd|dd|dt|dt|d| d|d|d| d|dt| d | d!| d"|d#d$|d%d&|d'd(|d)|d*d+}d,d-d.d/|d.gd0d1d2d3d4}t||d5}d6|vrtd7|d6Wd8Sz|d9dd:d; }|WWSt t fytd<td=|YWd>Swt y<}ztd?|tt WYd@}~dASd@}~ww)BaK Generates advice for a specific deal using xAI. Args: deal_data (dict): Dictionary containing deal details. mentor_type (str): The persona to adopt ('cfo', 'flipper', 'professor', 'quant'). xai_api_key (str, optional): The API key to use. Returns: str: The generated advice text. rz Unknown Title Price_Now Best_Price1yr_AvgSales_Rank_CurrentSales_Rank_365_days_avgrUnknownProfitMargin Percent_DownTrendrSales_Rank_Drops_last_365_daysrr )r.zP **Your Learned Strategies (Use these to inform your advice):** z z You are Ava, rz. Your goal is to give advice to a user who is considering buying this book to resell. **Book Details:** * **Title:** z$ * **Current Buy Price:** z' * **1-Year Average Price:** z( * **Percent Down from Avg:** z9% (Higher is better) * **Current Sales Rank:** z: (Lower is better) * **1-Year Avg Sales Rank:** z3 * **Sales Rank Drops (Last 365 Days):** z8 (More drops = more sales) * **Seasonality:** z# * **Estimated Profit:** z * **Margin:** z% * **Price Trend:** z> **Your Persona & Strategy:** * **Focus:** rz * **Tone:** rz * **Style:** rz * **Context Aware:** Apply your learned strategies (below) to identify risks (e.g., prohibited items, restriction risks). z4 **Example of your advice style:** rz@ **Write your advice for this specific book:** systemz;You are Ava, a helpful and expert book arbitrage assistant.)rrBuserzgrok-4-fast-reasoningFg?)messagesmodelstream temperature max_tokens)rUr-zError generating advice: zQI'm having trouble analyzing this book right now. Please check the data yourself.choicesmessagerBz#Unexpected response format from xAIz Full Result: z)I couldn't generate advice for this book.z"Exception in generate_ava_advice: Nz5An unexpected error occurred while generating advice.)r%MENTOR_PERSONASr&r:r*rcrZr,r-stripKeyError IndexErrorr+rQrR) deal_data mentor_typerVr4 current_price avg_price_1yrsales_rank_currentsales_rank_365_avgr3profitmargin percent_downtrend drops_365mentorstrategies_textstrategy_sectionpromptrTresultrr7r8r8r9generate_ava_advices                  !   r)N)r N)rr loggingrFrrQ getLoggerr,setLevelINFOrHrr*dirnameabspath__file__rryr:rZrcrr8r8r8r9sN   &  *,