o ̿SiJW@s&dZddlmZmZmZddlZdeedefddZdefdd Zdd d d ed e de de de f ddZ ddZ deeeefdefddZ dedeeefdefddZ d!dedeeefdededeeeefdef ddZ d!dedeeefdededeeeefdef dd ZdS)"zPrompt templates and builders for GPT-based trading analysis. This module is intentionally focused only on prompt construction so that you can grow and tweak prompts independently of the GPT client logic in `gpt_engine.py`. )DictAnyOptionalNvreturncCs4|durdSt|}d|vr|ddd}|S)zHStrip inline `.env` comments like `value # comment` or `value#comment`.N#r)strsplitstrip)rsr9/var/www/html/Trade-python/app/v1/services/gpt_prompts.py_strip_inline_comment s rcCs(ttddpd}|dvr|SdS)NGPT_PROMPT_MODEcompact>fullrr)rosgetenvlower)moderrr_env_prompt_modesri' min_value max_valuenamedefaultrrcCsZtt|}|dkrt|Szt|}Wn ty"t|YSwtt|t||SNr)rrrint Exceptionmaxmin)rrrrrawrrrr_env_ints   r$cCs.z |durWdSt|WStyYdSwN)floatr )rrrr _safe_float's  r'market_intelligencecCst|tr|s dSi}dD]}||vr!||dvr!||||<q |s&dSz ddl}|j|dd}Wn ty@t|}Ynwd|d S) zRender a compact broad-market context block for the prompt. This is intentionally best-effort and schema-tolerant because the background job may evolve over time. r) as_of market_bias risk_regimevolatility_regimenotes top_sectorssector_strength symbol_sectorsymbol_industrysymbol_sector_trendrrNF) ensure_asciiz- MARKET INTELLIGENCE (broad market context):  ) isinstancedictgetjsondumpsr r )r(outkr8renderedrrr_compact_market_intelligence0s     r=symbol market_datac(sg}|d|tddddddk}|dpi}|r\|r\|dp%i}|d|d d |d d |d d|dd|dd|dd|dd|ddtddddddk}|dpli}|rt|tr|r|d|D]\}} | sq| dpi} t| dkr| dnd} t| d} t| trt| dnd} d}| dur| r| dkr| | | d }| d }| d }| d}| d}| d}|durd!|d"nd#}|d$|d%|d&|d'|d(|d)|| q|d*p i}t|tr|r|d+|D]\}}|s&qt|tr4|d,p3inid#}ttrorozfd-d.t d/d0d1D}Wnt ygd2d.D}Ynwd3d4 |}|d$|d5|dd6|d7d8|d9d:|d;d<|d=d<|d>d|dd?|d@|qtdAdddddk}|dBpi}|rt|tr|r|dC|D]$\}}|sېq|d$|dD|dEdF|dGdH|dIq|dJpi}t|tr|r|dKpi}|dLpi}|dMt|tr|D]\}}|s0q'|dNp7i} |dOp?i}!|dPpGi}"|dQpOi}#|dRpWi}$|dSp_i}%|dTpgi}&|dUpoi}'|d$|dV| dWdX| dYdZ|!d[d\|"d]d^|#d_d`|#dadb|$d]dc|$ddde|%dfdc|%dddg|&dTdh|'diq'|r|dj|dkdl |S)ma8Render a compact, token-efficient market snapshot. Intentionally avoids raw candle series. Includes: - Quote summary - Last candle + last-close change per timeframe (if available) - Latest indicator snapshot per timeframe - Strategy flags - Key levels (pivots / fib zone if present) zSYMBOL: GPT_COMPACT_INCLUDE_QUOTErr rquoteohlcz QUOTE: ltp= last_pricez o=openz h=highz l=lowz prev_c=closez vol=volumez chg= net_change (net_change_percentagez%)GPT_COMPACT_INCLUDE_TF_LAST_BARcandlesz TF_LAST_BAR:NgY@z chg%=z.2frz- z: O=z H=z L=z C=z V= indicatorszINDICATORS (latest):emacs g|] }d|d|qSEMA=r).0p ema_valuesrr  z+_compact_market_context..cSst|Sr%rxrrrsz)_compact_market_context..keycS g|] \}}d|d|qSrSr)rVr;rrrrrZr[z | , z: close=z vwap=vwapz rsi=rsiz macd=macd/ macd_signal macd_histz dvol= volume_deltaGPT_COMPACT_INCLUDE_PIVOTSpivotszPIVOTS:z: P=Pz R1=R1z S1=S1 strategies per_timeframemulti_timeframezSTRATEGY_FLAGS:trend volatilityrange_breakouthod_lodmomentum_burst volume_climaxpatternfib_zonez: trend= direction(strengthz ) vol_regime=regimez rb=statusz near_hod=near_hod near_lod=near_lodz mom=z vr= volume_ratioz climax=climaxz pattern=z fib_zone=zonezMTF: trend_alignment=trend_alignmentr4) appendr$r7r5r6itemslenr'sortedkeysr join)(r>r?lines include_quoterArBinclude_last_barrMtfserieslastprev last_close prev_closechg_pctohlcrchgrQsummary ema_block ema_itemsinclude_pivotsrllevelsrpper_tfmtfeatsrsvolrbhodmbvcpatrzrrXr_compact_market_contextZs        4 &, ,    rquestioncontextc CsR|pd}|p dpd}d|d|d|dt||dt|d }|S) N!Provide intraday trading analysisNEUTRALzSYSTEM ROLE: You are an expert institutional intraday trader and risk manager. You do NOT follow fixed strategies. You infer the best intraday decision purely from the data provided. Priority: 1) Capital protection 2) Trade only when edge is clear 3) Precision over frequency If no clear edge exists, you MUST choose HOLD. EXECUTION CONTEXT (informational only, NOT a rule): P You MUST ignore this context if price action or data contradicts it. SYMBOL:  USER QUESTION: z MARKET SNAPSHOT: r4aJ ANALYZE (full depth): 1) Determine intraday regime (trending/ranging/transitioning/volatile-uncertain) 2) Assess direction bias (bullish/bearish/neutral) 3) Decide if there is REAL intraday edge; if weak/unclear => HOLD 4) If edge exists: define entry zone, stop-loss ZONE, and TWO intraday targets 5) Identify early_breakout only if range/key level break + strong momentum/volume DATA DISCIPLINE: - Use ONLY data provided. NEVER invent missing candles/levels/indicators. - If raw candles are absent, rely ONLY on computed indicators/flags. SCORING (0-100): 0-40 HOLD/no-trade; 41-59 weak; 60-74 acceptable; 75-84 strong; 85-100 exceptional. CONVICTION MAPPING (mandatory): - VERY_STRONG => score >= 85 - HIGH => score 75-84 - MEDIUM => score 60-74 - LOW => score < 60 HOLD can NEVER be VERY_STRONG or HIGH. STOP-LOSS AS A ZONE (mandatory): BUY: stop_loss_zone.upper near invalidation, stop_loss_zone.lower hard invalidation SELL: stop_loss_zone.lower near invalidation, stop_loss_zone.upper hard invalidation OUTPUT FORMAT (STRICT JSON ONLY): Return ONE valid JSON object with EXACTLY these keys: { "decision": "BUY"|"SELL"|"HOLD", "conviction": "VERY_STRONG"|"HIGH"|"MEDIUM"|"LOW", "trend_label": "", "entry_price": null, "entry_zone": null, "stop_loss": null, "stop_loss_zone": null, "targets": [], "score": 0, "risk_profile": "aggressive"|"conservative", "early_breakout": false, "early_breakout_comment": "", "rationale": ["..."], "technical_indicators": { "trend": "bullish"|"bearish"|"sideways", "momentum": "strong"|"weak"|"neutral", "volume": "high"|"normal"|"low", "support": 0.0, "resistance": 0.0, "accumulation_distribution": "accumulation"|"distribution"|"neutral", "pattern_summary": "" }, "risk_reward_ratio": 0.0, "time_horizon": "intraday", "notes": "" } NON-NEGOTIABLE: - Output ONLY valid JSON. No code blocks. - If decision=HOLD: entry_price=null, entry_zone=null, stop_loss=null, stop_loss_zone=null, targets=[], score<40, conviction=LOW. )r upperrr=)r>r?rrr( user_questionexecution_contextpromptrrr#_prepare_market_data_prompt_compacts  Trc0Cstdkr t|||||S|pd}|pdpd}d|d|d|dt|d }|d i}|r|d |d d d |didd d|didd d|didd d|didd d|dd d|dd d|dd d7}tdddd d!} |d"i} | D]b\} } | rt| dkr| dkr| | d#} |d$| d%t| d&7}t | D]7\}}|d}|d}|d}|d}|dd}|d'|d(d)|d*|d*|d*|d*|d+ 7}qq|d,i}|rn|d-7}|D]d\} }d.}|d/ipi}|r/d0d1t |d2d3d4D}d* |}|d$| d5|dd6|d7d8|d9d:|d;d<|d=d>|d?d|dd@|dAdB|d+7}q |dCi}|r|dD7}|D]>\}}|sq|d$|dE|dFdG|dHd*|dId*|dJdK|dLd*|dMd*|dNd+7}q|dOpi}t |t r|r|dP7}|dQpi}|dRpi}t |t r|D]\}} | sq|d$t|dS| d+7}q|r|dT|d+7}|dUi}!|!r`|dV7}|!D]<\}}"|"s,q#|"dW}#|"dX}$|"dYip>i}%|"dZipGi}&|d$|d[|#d\|$d]|%d^|&d+ 7}q#|dOi}|rp|dQipqi}|dRipzi}|d_7}|D]\} } | d`ipi}'| daipi}(| dbipi})| dcipi}*| ddipi}+| deipi},| dfipi}-| dgipi}.| dhipi}/|d. gd$| di|'djdk|'dldm|(dndo|)dpdq|)drds|)dtdu|*dpdv|+dwdx|+dydz|,dpd{|,d|d}|-d~d{|-d|d|.dgd|/dd+7}q|rp|d|dd+7}|d7}|S)aBuild a rich, strictly-structured prompt for intraday analysis. We push *all* heavy lifting to GPT here: trend reading, early breakouts, pseudo-indicators, scoring and the final BUY/SELL/HOLD decision. Downstream code just consumes the JSON. The "context" parameter selects the ACTIVE STRATEGY for this request. For now we primarily support intraday SHORT_SELL and LONG_BUY daily trades, but the structure is future-proof for additional strategies. rrrrrrz a0 IMPORTANT: - If raw candle data is present below, you MUST use it. - If raw candle data is NOT present, rely ONLY on computed indicators/flags. - NEVER invent missing data. ANALYZE (full depth): 1) Determine intraday regime (trending/ranging/transitioning/volatile-uncertain) 2) Assess direction bias (bullish/bearish/neutral) 3) Decide if there is REAL intraday edge; if weak/unclear => HOLD 4) If edge exists: define entry zone, stop-loss ZONE, and TWO intraday targets 5) Identify early_breakout only if range/key level break + strong momentum/volume STOP-LOSS AS A ZONE (mandatory): BUY: stop_loss_zone.upper near invalidation, stop_loss_zone.lower hard invalidation SELL: stop_loss_zone.lower near invalidation, stop_loss_zone.upper hard invalidation RAW MARKET SNAPSHOT (may include quote + raw candles): rAu; CURRENT QUOTE (may be delayed slightly): - Last Price: ₹rCzN/Au - Open: ₹rBrDu - High: ₹rEu - Low: ₹rFu - Close (prev): ₹rGz - Volume: rHz - Change: rIrJrKz%) GPT_CANDLES_PER_TFr2rrMNz TIMEFRAME: z (Last z. candles) Format per line: index: O,H,L,C,Vol z r z: rcr4rQz4 --- INDICATOR SNAPSHOT (per timeframe, latest bar) rrRcSrbrSr)rVrWrrrrrZr[z.prepare_market_data_prompt..cSs t|dS)Nrr\r]rrrr_s z,prepare_market_data_prompt..r`z INDICATORS - Close: z - VWAP: rdz - RSI: rez - MACD: rfz / Signal: rhz / Hist: riu (Δ rjz ) - EMAs: rlz? --- PIVOT LEVELS (supports/resistances from higher timeframe) z PIVOTS - P: rmz - R1/R2/R3: rnR2R3z - S1/S2/S3: roS2S3rpz+ --- ALGORITHMIC FLAGS / STRATEGY FEATURES rqrrz FLAGS z MULTI_TIMEFRAME: fibzF --- FIBONACCI LEVELS (retracements and extensions from recent swing) swing_high swing_low retracements extensionsz FIBONACCI - Swing High: z - Swing Low: z - Retracements: z - Extensions: zp --- STRATEGY FEATURES (pre-computed, per timeframe) These are numeric/enum flags only; do NOT invent new ones. rsrtru opening_rangervrwrxryrzz STRATEGY FLAGS - Trend: dir=r{z strength=r}z - Volatility regime: r~z - Range breakout: status=rz high= range_highz low= range_lowz - Opening range: status=z - HOD/LOD proximity: near_hod=rrrz - Momentum burst: status=z volume_ratio=rz - Volume climax: climax=rz - Candle pattern: z - Fib zone (daily): rz, MULTI-TIMEFRAME SUMMARY - Trend alignment: ra --- HOW TO THINK ABOUT THIS DATA (GUIDELINES): - Use the candle sequences to approximate: * Trend direction (up / down / sideways) and strength. * Momentum (accelerating, slowing, reversing). * Support and resistance zones. * Volume expansion / exhaustion. * Early breakout or fake breakout attempts. - Use shorter timeframes for fine entry/exit; longer ones for context if available. SCORING & RANKING (VERY IMPORTANT): - Create a numeric "score" from 0 to 100 where: * 0-30 = very weak / avoid trade. * 31-60 = medium quality / only trade with tight risk. * 61-80 = good quality setup. * 81-100 = exceptional / high-conviction setup. - Score MUST be consistent with your BUY/SELL/HOLD decision. Example: HOLD should almost never have score > 40. STOP LOSS AS A ZONE (CRITICAL): - Always think of stop loss as a **zone**, not a single tick. - You MUST output: * A single representative numeric `stop_loss` level, AND * A `stop_loss_zone` object with `upper` and `lower` bounds. - For a BUY decision: * `stop_loss_zone.upper` should be closer to current/entry price. * `stop_loss_zone.lower` should be slightly further away (hard invalidation level). - For a SELL decision (short): * `stop_loss_zone.lower` should be closer to current/entry price. * `stop_loss_zone.upper` should be slightly further away. - "Wick only" breaches into the zone **do NOT** automatically invalidate the idea; design the zone so that only decisive closes beyond the far side of the zone would be true invalidation. EARLY BREAKOUT & ACCUMULATION/DISTRIBUTION (APPROXIMATE): - "early_breakout" should be TRUE only if: * Price is breaking a recent tight range or key level with expanding volume AND strong candles in one direction. - "accumulation_distribution" summary should describe whether price action and volume look like accumulation, distribution or neither. OUTPUT FORMAT (STRICT JSON ONLY): Return ONE valid JSON object with EXACTLY these keys: { "decision": "BUY"|"SELL"|"HOLD", "conviction": "VERY_STRONG"|"HIGH"|"MEDIUM"|"LOW", "trend_label": "", "entry_price": null, "entry_zone": null, "stop_loss": null, "stop_loss_zone": null, "targets": [], "score": 0, "risk_profile": "aggressive"|"conservative", "early_breakout": false, "early_breakout_comment": "", "rationale": ["..."], "technical_indicators": { "trend": "bullish"|"bearish"|"sideways", "momentum": "strong"|"weak"|"neutral", "volume": "high"|"normal"|"low", "support": 0.0, "resistance": 0.0, "accumulation_distribution": "accumulation"|"distribution"|"neutral", "pattern_summary": "" }, "risk_reward_ratio": 0.0, "time_horizon": "intraday", "notes": "" } NON-NEGOTIABLE: - Output ONLY valid JSON. No code blocks. - If decision=HOLD: entry_price=null, entry_zone=null, stop_loss=null, stop_loss_zone=null, targets=[], score<40, conviction=LOW. )rrr rr=r7r$rr enumeraterrr5r6r )0r>r?rrr(rrrrAcandles_per_tfrM timeframe candle_datarecent_candlesicandlerrrrrrQrrrYrrlrrrprrrfib_datarrrretrextrsrrorbrrrrrzrrrprepare_market_data_prompt,s|    *            4    "         Orr%)__doc__typingrrrrr rrrr$r'r=rrrrrrrsJ &  *v  f