2025-03-17 16:53:56,090 - Rfq-Rag-Demo - DEBUG -
############ R F Q - R A G - M A I N - D E M O ############
2025-03-17 16:53:56,090 - Rfq-Rag-Demo - DEBUG -
############ C O N T R O L S E T T I N G S ###########
2025-03-17 16:53:56,091 - Rfq-Rag-Demo - DEBUG - Username: jdoe
2025-03-17 16:53:56,091 - Rfq-Rag-Demo - DEBUG - Ollama Model: qwen2.5:72b
2025-03-17 16:53:56,091 - Rfq-Rag-Demo - DEBUG - Ollama Host: http://localhost:11434
2025-03-17 16:53:56,091 - Rfq-Rag-Demo - DEBUG - Chroma Host: localhost
2025-03-17 16:53:56,091 - Rfq-Rag-Demo - DEBUG - Chroma Port: 8000
2025-03-17 16:53:56,091 - Rfq-Rag-Demo - DEBUG - Clear Screen: True
2025-03-17 16:53:56,091 - Rfq-Rag-Demo - DEBUG - Remove Collections: False
2025-03-17 16:53:56,091 - Rfq-Rag-Demo - DEBUG - Use Collection: last
2025-03-17 16:53:56,091 - Rfq-Rag-Demo - DEBUG - Product Type Test: False
2025-03-17 16:53:56,091 - Rfq-Rag-Demo - DEBUG - Similarity Test: False
2025-03-17 16:53:56,091 - Rfq-Rag-Demo - DEBUG - Full RFQ Test: True
2025-03-17 16:53:56,091 - Rfq-Rag-Demo - DEBUG - Number of RFQs: 25
2025-03-17 16:53:56,091 - Rfq-Rag-Demo - DEBUG - Keep RFQ: False
2025-03-17 16:53:56,091 - Rfq-Rag-Demo - DEBUG - Number of Tests: 50
2025-03-17 16:53:56,091 - Rfq-Rag-Demo - DEBUG - Prompt Filename: None
2025-03-17 16:53:56,091 - Rfq-Rag-Demo - DEBUG - Model Temperature: 0.2
2025-03-17 16:53:56,094 - Rfq-Rag-Demo - DEBUG -
############ C H E C K O L L A M A ###################
2025-03-17 16:53:56,105 - Rfq-Rag-Demo - DEBUG - Ollama - model is loaded OK [qwen2.5:72b]
2025-03-17 16:53:56,105 - Rfq-Rag-Demo - DEBUG - Ollama - running & required LLM loaded: True
2025-03-17 16:53:56,105 - Rfq-Rag-Demo - DEBUG -
############ C H E C K C H R O M A - D B #############
2025-03-17 16:53:56,157 - Rfq-Rag-Demo - DEBUG - Chroma - connection successful. Heartbeat: {'nanosecond heartbeat': 1742201636144606354}
2025-03-17 16:53:56,157 - Rfq-Rag-Demo - DEBUG - Chroma - running : True
2025-03-17 16:53:56,251 - Rfq-Rag-Demo - DEBUG - Chroma - Using last collection: rfq_rag_collection_dcb7f7a4-53b3-4f35-b088-4e855da7dac9
2025-03-17 16:53:56,254 - Rfq-Rag-Demo - DEBUG - Chroma - New collection created & visible in Chroma: rfq_rag_collection_dcb7f7a4-53b3-4f35-b088-4e855da7dac9
2025-03-17 16:53:56,254 - Rfq-Rag-Demo - DEBUG - Using existing collection of RFQs and Embeddings
2025-03-17 16:53:56,254 - Rfq-Rag-Demo - DEBUG -
############ R U N F U L L T E S T S #################
2025-03-17 16:53:56,254 - Rfq-Rag-Demo - DEBUG - Running [50] test cycles
2025-03-17 16:53:56,254 - Rfq-Rag-Demo - DEBUG -
----------------------------------------------------------------
2025-03-17 16:53:56,254 - Rfq-Rag-Demo - DEBUG -
RfqRag - Generate random RFQ request for test cycle: [0] with test id: [7ee4ed71-eb0e-4a68-b569-6a30944e9f33]
2025-03-17 16:53:56,255 - Rfq-Rag-Demo - DEBUG - Test RFQ [Pouvez-vous tarifer cette autocall ? Merci. Barr 60 pct, Fréquence Cpn annuellement, annuel, 100 pct, Montant USD $45000, Coup 8 pourcentage, Sous-jacent TER.L, Mat 4 ans. Merci, veuillez me conseiller. F. Dubois]
2025-03-17 16:53:56,255 - Rfq-Rag-Demo - DEBUG - Model request starts: 2025-03-17 16:53:56
2025-03-17 16:58:35,773 - Rfq-Rag-Demo - DEBUG - Model request ends: 2025-03-17 16:58:35
2025-03-17 16:58:35,774 - Rfq-Rag-Demo - DEBUG - Model request duration: 4 mins and 39 seconds
2025-03-17 16:58:38,279 - Rfq-Rag-Demo - DEBUG -
RfqRag - List of similar RFQ's with distances measure to augment the prompt
2025-03-17 16:58:38,279 - Rfq-Rag-Demo - DEBUG - Dist: [9758.94], Doc: Obtenez un prix pour cette note autocall, merci. Quantité USD $10000, barr rappel 102 %, Expiration 5 ans, trimestriellement, Sous-jac YSR.MX, 60 %, fréq auto trim, 15 %. J'apprécie votre réponse rapide. Jacques Leroy
2025-03-17 16:58:38,279 - Rfq-Rag-Demo - DEBUG - Dist: [12034.65], Doc: Nous avons besoin d'un prix pour cette autocall. Mat 3 ans, USD $15000, fréq trimestriellement, Barr 70 pourcentage, SJ VSL.T, barr auto 100 pourcentage, 8 pourcentage, Coup semestriellement. Merci, j'apprécie. David Dubois
2025-03-17 16:58:38,279 - Rfq-Rag-Demo - DEBUG - Dist: [12552.21], Doc: Je cherche un devis rapide pour cette autocall. Barr 60 %, 8 pct, barr auto 102 pourcentage, Taille USD $5000, Expiration 2 ans, Coupon annuellement, annuellement, Ticker KIF.L. Merci pour votre temps et votre considération. Jacques Leroy
2025-03-17 16:58:38,280 - Rfq-Rag-Demo - DEBUG - Dist: [12666.39], Doc: Veuillez me donner un prix pour cette autocall. Coup semestriellement, 10 %, Ticker YSL.SA, fréq auto annuellement, Barrière 60 pct, Notionnel USD $10000, Mat 1 ans, barrière de rappel automatique 105 pourcentage. Merci d'avance. Yvonne Dubois
2025-03-17 16:58:38,280 - Rfq-Rag-Demo - DEBUG - Dist: [12820.73], Doc: Devis rapide pour une note autocall, s'il vous plaît. 8 pourcentage, fréq rappel annuellement, Coup annuellement, barr rappel auto 102 pourcentage, 2 ans, 70 %, Action SIA.PA, Taille USD $10000. Merci, toute information est bonne. B. Garcia
2025-03-17 16:58:38,280 - Rfq-Rag-Demo - DEBUG - Parse RFQ using LLM for product type: autocall
2025-03-17 16:58:38,280 - Rfq-Rag-Demo - DEBUG - Fully qualified Prompt saved to: ./data/prompt-7ee4ed71-eb0e-4a68-b569-6a30944e9f33.txt
2025-03-17 16:58:38,280 - Rfq-Rag-Demo - DEBUG - Model request starts: 2025-03-17 16:58:38
2025-03-17 17:01:17,600 - Rfq-Rag-Demo - DEBUG - Model request ends: 2025-03-17 17:01:17
2025-03-17 17:01:17,600 - Rfq-Rag-Demo - DEBUG - Model request duration: 2 mins and 39 seconds
2025-03-17 17:01:17,600 - Rfq-Rag-Demo - DEBUG -
Confidence: 92%
2025-03-17 17:01:17,600 - Rfq-Rag-Demo - DEBUG - Explanation: The RFQ closely matches the structure and terminology of previous examples, with all key parameters explicitly provided. The only minor assumption is that 100 pct refers to the autocall_barrier, which aligns with similar patterns in the examples.
2025-03-17 17:01:17,600 - Rfq-Rag-Demo - DEBUG - Advice: Proceed with quote
2025-03-17 17:01:17,601 - Rfq-Rag-Demo - DEBUG - RFQ parsing correct
2025-03-17 17:01:17,601 - Rfq-Rag-Demo - DEBUG - Parsed Parameters: {
"underlying": "TER.L",
"maturity": "4 years",
"barrier": "60 percent",
"coupon_frequency": "annually",
"coupon": "8 percent",
"autocall_frequency": "annually",
"autocall_barrier": "100 percent",
"notional": "USD $45000",
"from": "Fran\u00e7ois Dubois",
"language": "fr"
}
2025-03-17 17:01:17,601 - Rfq-Rag-Demo - DEBUG - Parameters saved to: params-7ee4ed71-eb0e-4a68-b569-6a30944e9f33.json
2025-03-17 17:01:17,601 - Rfq-Rag-Demo - DEBUG -
----------------------------------------------------------------
2025-03-17 17:01:17,601 - Rfq-Rag-Demo - DEBUG -
RfqRag - Generate random RFQ request for test cycle: [1] with test id: [08383388-ac7e-47f2-aa6c-71783db20f64]
2025-03-17 17:01:17,601 - Rfq-Rag-Demo - DEBUG - Test RFQ [Salut, des idées de prix pour cette eln RFQ ? Taille USD $25000, Barrière 60 %, Fréquence de Coupon semi, Cpn 3 % fix, SJ VSL.T, Participation 70 pourcentage, Terme 24 ans. Veuillez me conseiller quand vous avez un prix. Gracie]
2025-03-17 17:01:17,602 - Rfq-Rag-Demo - DEBUG - Model request starts: 2025-03-17 17:01:17
2025-03-17 17:02:29,087 - Rfq-Rag-Demo - DEBUG - Model request ends: 2025-03-17 17:02:29
2025-03-17 17:02:29,088 - Rfq-Rag-Demo - DEBUG - Model request duration: 1 mins and 12 seconds
2025-03-17 17:02:31,711 - Rfq-Rag-Demo - DEBUG -
RfqRag - List of similar RFQ's with distances measure to augment the prompt
2025-03-17 17:02:31,711 - Rfq-Rag-Demo - DEBUG - Dist: [1623.57], Doc: Pourriez-vous fournir un devis pour cette note eln ? Terme 18 ans, 70 %, Coupon 1 pourcentage fixe, CDM.HK, 50 pct, Fréq Cpn semestriellement, USD $35000. Tenez-moi au courant quand vous avez un prix. Gracie
2025-03-17 17:02:31,711 - Rfq-Rag-Demo - DEBUG - Dist: [2479.85], Doc: Pouvez-vous tarifer cette eln ? Merci. 70 %, Quantité USD $30000, Coupon 9 % fixe, Fréquence Cpn annuellement, Terme 6 ans, Barr 40 %, Ticker ODA.T. Tenez-moi au courant quand vous l'avez. Gracie
2025-03-17 17:02:31,712 - Rfq-Rag-Demo - DEBUG - Dist: [3240.18], Doc: Devis rapide pour une note eln, s'il vous plaît. Participation 70 pct, 40 pourcentage, Notionnel USD $35000, RSH.T, Fréquence Cpn annuellement, Coup 6 pourcentage fix, Expiration 12 ans. Merci, veuillez répondre quand vous pouvez. Gracie
2025-03-17 17:02:31,712 - Rfq-Rag-Demo - DEBUG - Dist: [3592.80], Doc: Veuillez me donner un prix pour cette note eln. Ticker LZL.US, 50 pourcentage, 24 ans, Part 80 pourcentage, Quantité USD $25000, trimestriellement, Coup 8 pourcentage fixe. Merci, tenez-moi au courant bientôt. Gracie
2025-03-17 17:02:31,712 - Rfq-Rag-Demo - DEBUG - Dist: [77771.55], Doc: Por favor, cotiza esta eln. 24 años, 70 %, Cupón 8 % fijo, anual, Nominal USD $50000, TPH.SW, Barrera 60 porcentaje. Gracias, por favor avisa. Graci
2025-03-17 17:02:31,712 - Rfq-Rag-Demo - DEBUG - Parse RFQ using LLM for product type: eln
2025-03-17 17:02:31,712 - Rfq-Rag-Demo - DEBUG - Fully qualified Prompt saved to: ./data/prompt-08383388-ac7e-47f2-aa6c-71783db20f64.txt
2025-03-17 17:02:31,712 - Rfq-Rag-Demo - DEBUG - Model request starts: 2025-03-17 17:02:31
2025-03-17 17:05:04,472 - Rfq-Rag-Demo - DEBUG - Model request ends: 2025-03-17 17:05:04
2025-03-17 17:05:04,472 - Rfq-Rag-Demo - DEBUG - Model request duration: 2 mins and 33 seconds
2025-03-17 17:05:04,472 - Rfq-Rag-Demo - DEBUG -
Confidence: 90%
2025-03-17 17:05:04,472 - Rfq-Rag-Demo - DEBUG - Explanation: The RFQ provided all necessary parameters in a clear and unambiguous manner, matching the structure of previous examples. The only minor deviation is the use of semi for coupon frequency, which is interpreted as semi-annually based on context from other examples.
2025-03-17 17:05:04,472 - Rfq-Rag-Demo - DEBUG - Advice: Proceed with quote
2025-03-17 17:05:04,473 - Rfq-Rag-Demo - DEBUG - RFQ parsing failed
2025-03-17 17:05:04,473 - Rfq-Rag-Demo - DEBUG - Differences: {
"coupon_frequency": {
"expected": "semi-annually",
"actual": "semi-annuellement"
},
"underlying": {
"expected": "VSL.T",
"actual": "Underlying VSL.T"
}
}
2025-03-17 17:05:04,473 - Rfq-Rag-Demo - DEBUG -
----------------------------------------------------------------
2025-03-17 17:05:04,473 - Rfq-Rag-Demo - DEBUG -
RfqRag - Generate random RFQ request for test cycle: [2] with test id: [1697b52d-c4ec-4daa-8b4b-6c715053ba15]
2025-03-17 17:05:04,473 - Rfq-Rag-Demo - DEBUG - Test RFQ [Jst need a quick price on this eln RFQ. 80 percent, 6 yrs, USD $5000, Coup 7 pct fixed, Barrier 50 percent, qtr, Underlying TGF.PA. Thx in advance. Alex]
2025-03-17 17:05:04,473 - Rfq-Rag-Demo - DEBUG - Model request starts: 2025-03-17 17:05:04
2025-03-17 17:06:35,766 - Rfq-Rag-Demo - DEBUG - Model request ends: 2025-03-17 17:06:35
2025-03-17 17:06:35,766 - Rfq-Rag-Demo - DEBUG - Model request duration: 1 mins and 31 seconds
2025-03-17 17:06:40,304 - Rfq-Rag-Demo - DEBUG -
RfqRag - List of similar RFQ's with distances measure to augment the prompt
2025-03-17 17:06:40,304 - Rfq-Rag-Demo - DEBUG - Dist: [10275.38], Doc: Any qoutes floatin on this eln note RFQ? USD $30000, Part 90 percent, Maturity 24 yrs, Underlying ODA.T, Cpn Freq quarterly, Coupon 4 % fxd, 50 pct. Thx, best wishez. Alex
2025-03-17 17:06:40,304 - Rfq-Rag-Demo - DEBUG - Dist: [12711.13], Doc: Pls get a price for this eln. Coupon 2 % fixed, Participation 80 percent, Ticker LVL.PA, 12 yrs, Amount USD $5000, 60 %, Cpn Freq annual. Please let me know when you have the price. Alex
2025-03-17 17:06:40,304 - Rfq-Rag-Demo - DEBUG - Dist: [14066.92], Doc: We are seeking a quote on this eln security. Coupon 4 pct fxd, Participation 90 percent, Under TER.L, Maturity 24 yrs, USD $50000, Coupon Frequency annual, Barr 60 pct. I look forward to hearing from you soon. Alex
2025-03-17 17:06:40,304 - Rfq-Rag-Demo - DEBUG - Dist: [15301.51], Doc: We need a price on this eln. 60 percent, ann, Stock TGF.PA, Term 6 yrs, Quantity USD $5000, Coupon 10 % fxd, 90 percent. Thx, lookin forward to hearin back. Jack
2025-03-17 17:06:40,304 - Rfq-Rag-Demo - DEBUG - Dist: [15931.11], Doc: Quik quote on an eln note, plez. Cpn Freq ann, Barrier 50 percent, Term 12 yrs, Part 70 %, Coup 5 percent fixed, Amount USD $20000, VSL.T. Thank you, I appreciate your assistance. David
2025-03-17 17:06:40,304 - Rfq-Rag-Demo - DEBUG - Parse RFQ using LLM for product type: eln
2025-03-17 17:06:40,305 - Rfq-Rag-Demo - DEBUG - Fully qualified Prompt saved to: ./data/prompt-1697b52d-c4ec-4daa-8b4b-6c715053ba15.txt
2025-03-17 17:06:40,305 - Rfq-Rag-Demo - DEBUG - Model request starts: 2025-03-17 17:06:40
2025-03-17 17:08:34,249 - Rfq-Rag-Demo - DEBUG - Model request ends: 2025-03-17 17:08:34
2025-03-17 17:08:34,249 - Rfq-Rag-Demo - DEBUG - Model request duration: 1 mins and 54 seconds
2025-03-17 17:08:34,249 - Rfq-Rag-Demo - DEBUG -
Confidence: 92%
2025-03-17 17:08:34,249 - Rfq-Rag-Demo - DEBUG - Explanation: The RFQ matches the structure and terminology of previous examples. All parameters are explicitly provided without ambiguity or assumptions.
2025-03-17 17:08:34,250 - Rfq-Rag-Demo - DEBUG - Advice: Proceed with quote
2025-03-17 17:08:34,250 - Rfq-Rag-Demo - DEBUG - RFQ parsing correct
2025-03-17 17:08:34,250 - Rfq-Rag-Demo - DEBUG - Parsed Parameters: {
"underlying": "TGF.PA",
"maturity": "6 years",
"participation": "80 percent",
"barrier": "50 percent",
"coupon": "7 percent",
"coupon_type": "fixed",
"coupon_frequency": "quarterly",
"notional": "USD $5000",
"from": "Alex Moore",
"language": "en"
}
2025-03-17 17:08:34,250 - Rfq-Rag-Demo - DEBUG - Parameters saved to: params-1697b52d-c4ec-4daa-8b4b-6c715053ba15.json
2025-03-17 17:08:34,250 - Rfq-Rag-Demo - DEBUG -
----------------------------------------------------------------
2025-03-17 17:08:34,250 - Rfq-Rag-Demo - DEBUG -
RfqRag - Generate random RFQ request for test cycle: [3] with test id: [d73f2b87-2dc6-4d57-91bc-0efef79eabe6]
2025-03-17 17:08:34,250 - Rfq-Rag-Demo - DEBUG - Test RFQ [We need a price on this autocall. 12 pct, semi-annually, Barrier 60 percent, annual, Maturity 5 years, Quantity USD $5000, autocall barrier 105 pct, Und IPR.MX. Plez advise wen u have a price. David Anderson]
2025-03-17 17:08:34,250 - Rfq-Rag-Demo - DEBUG - Model request starts: 2025-03-17 17:08:34
2025-03-17 17:10:15,359 - Rfq-Rag-Demo - DEBUG - Model request ends: 2025-03-17 17:10:15
2025-03-17 17:10:15,359 - Rfq-Rag-Demo - DEBUG - Model request duration: 1 mins and 41 seconds
2025-03-17 17:10:18,035 - Rfq-Rag-Demo - DEBUG -
RfqRag - List of similar RFQ's with distances measure to augment the prompt
2025-03-17 17:10:18,035 - Rfq-Rag-Demo - DEBUG - Dist: [19882.04], Doc: Jst need a quick price on this autocall RFQ. 15 percent, 2 years, Quantity USD $45000, autocall freq ann, Stock RSH.T, annual, 50 %, 102 percent. Please advise when you have an update. Alex Moore
2025-03-17 17:10:18,035 - Rfq-Rag-Demo - DEBUG - Dist: [21741.93], Doc: Jst need a quick price on this autocall RFQ. auto barr 105 percent, auto freq annual, Stock EDA.US, Expiry 5 yrs, Notional USD $10000, 8 %, Barrier 60 percent, annual. Thx, plez advise. Alex Anderson
2025-03-17 17:10:18,035 - Rfq-Rag-Demo - DEBUG - Dist: [22042.17], Doc: Need a price on dis autocall RFQ, thx. 8 pct, Coupon quarterly, 50 %, Term 2 yrs, call barr 102 pct, Und BQM.PA, Size USD $10000, call freq annual. Appreciate the help. Ben Davis
2025-03-17 17:10:18,035 - Rfq-Rag-Demo - DEBUG - Dist: [23746.51], Doc: Lookin for a qoute on this autocall. 12 %, Cpn annual, LVL.PA, Maturity 4 yrs, 102 %, 70 pct, freq annually, Size USD $35000. Kindly advise when you have pricing available. Grace Wilson
2025-03-17 17:10:18,035 - Rfq-Rag-Demo - DEBUG - Dist: [23897.09], Doc: I require a price for the following autocall. Coupon qtr, Barr 70 percent, 102 percent, auto freq annually, Notional USD $30000, 12 percent, 3 years, Stock TGF.PA. Let me no wen u got it. David Anderson
2025-03-17 17:10:18,035 - Rfq-Rag-Demo - DEBUG - Parse RFQ using LLM for product type: autocall
2025-03-17 17:10:18,035 - Rfq-Rag-Demo - DEBUG - Fully qualified Prompt saved to: ./data/prompt-d73f2b87-2dc6-4d57-91bc-0efef79eabe6.txt
2025-03-17 17:10:18,036 - Rfq-Rag-Demo - DEBUG - Model request starts: 2025-03-17 17:10:18
2025-03-17 17:12:35,137 - Rfq-Rag-Demo - DEBUG - Model request ends: 2025-03-17 17:12:35
2025-03-17 17:12:35,137 - Rfq-Rag-Demo - DEBUG - Model request duration: 2 mins and 17 seconds
2025-03-17 17:12:35,137 - Rfq-Rag-Demo - DEBUG -
Confidence: 92%
2025-03-17 17:12:35,137 - Rfq-Rag-Demo - DEBUG - Explanation: The RFQ closely matches the structure and terminology of the provided examples. All required parameters are explicitly stated without ambiguity, and no assumptions were made.
2025-03-17 17:12:35,137 - Rfq-Rag-Demo - DEBUG - Advice: Proceed with quote
2025-03-17 17:12:35,137 - Rfq-Rag-Demo - DEBUG - RFQ parsing correct
2025-03-17 17:12:35,138 - Rfq-Rag-Demo - DEBUG - Parsed Parameters: {
"underlying": "IPR.MX",
"maturity": "5 years",
"barrier": "60 percent",
"coupon_frequency": "semi-annually",
"coupon": "12 percent",
"autocall_frequency": "annually",
"autocall_barrier": "105 percent",
"notional": "USD $5000",
"from": "David Anderson",
"language": "en"
}
2025-03-17 17:12:35,138 - Rfq-Rag-Demo - DEBUG - Parameters saved to: params-d73f2b87-2dc6-4d57-91bc-0efef79eabe6.json
2025-03-17 17:12:35,138 - Rfq-Rag-Demo - DEBUG -
----------------------------------------------------------------
2025-03-17 17:12:35,138 - Rfq-Rag-Demo - DEBUG -
RfqRag - Generate random RFQ request for test cycle: [4] with test id: [a5722d81-c781-46ca-95f6-e369ca978c61]
2025-03-17 17:12:35,138 - Rfq-Rag-Demo - DEBUG - Test RFQ [J'aimerais obtenir un devis pour cette autocall. 70 pourcentage, SJ IPR.MX, fréq auto trim, Terme 4 ans, USD $35000, Cpn 8 %, 100 %, Fréq Cpn annuel. J'attends de vos nouvelles bientôt. Davi]
2025-03-17 17:12:35,138 - Rfq-Rag-Demo - DEBUG - Model request starts: 2025-03-17 17:12:35
2025-03-17 17:14:22,216 - Rfq-Rag-Demo - DEBUG - Model request ends: 2025-03-17 17:14:22
2025-03-17 17:14:22,216 - Rfq-Rag-Demo - DEBUG - Model request duration: 1 mins and 47 seconds
2025-03-17 17:14:24,885 - Rfq-Rag-Demo - DEBUG -
RfqRag - List of similar RFQ's with distances measure to augment the prompt
2025-03-17 17:14:24,885 - Rfq-Rag-Demo - DEBUG - Dist: [6032.61], Doc: Veuillez me donner un prix pour cette autocall. Barrière 50 %, Montant USD $10000, trimestriellement, Terme 2 ans, 8 pourcentage, SJ CIF.T, fréq auto trim, barr rappel 105 pourcentage. Merci pour votre temps et votre considération. Davi
2025-03-17 17:14:24,885 - Rfq-Rag-Demo - DEBUG - Dist: [7560.41], Doc: Veuillez fournir un devis pour cette autocall. 12 pourcentage, fréq rappel annuellement, annuellement, Barr 60 pct, Mat 2 ans, barr auto 105 %, Montant USD $30000, Action GQM.T. Merci, meilleures salutations. Davi
2025-03-17 17:14:24,885 - Rfq-Rag-Demo - DEBUG - Dist: [9459.03], Doc: Veuillez fournir un devis pour cette autocall. Mat 2 ans, Notionnel USD $15000, SIA.PA, fréq rappel auto trimestriellement, 8 pct, barr rappel 105 %, Coup annuellement, Barrière 70 pourcentage. Merci, j'apprécie. Davi
2025-03-17 17:14:24,885 - Rfq-Rag-Demo - DEBUG - Dist: [10903.07], Doc: RFQ rapide pour autocall, s'il vous plaît ? fréq rappel auto semi, Barrière 60 pourcentage, Cpn trimestriellement, 10 pourcentage, Sous-jacent KIF.L, Notionnel USD $30000, Maturité 1 ans, 100 pourcentage. Merci, répondez dès que possible. Davi
2025-03-17 17:14:24,885 - Rfq-Rag-Demo - DEBUG - Dist: [15179.06], Doc: Des devis qui flottent pour cette note autocall RFQ ? Coupon annuellement, Sous-jacent CIF.T, 8 %, barr auto 105 pct, fréquence de rappel automatique annuel, 70 pct, Notionnel USD $35000, Terme 5 ans. Merci, j'apprécie. Davi
2025-03-17 17:14:24,885 - Rfq-Rag-Demo - DEBUG - Parse RFQ using LLM for product type: autocall
2025-03-17 17:14:24,886 - Rfq-Rag-Demo - DEBUG - Fully qualified Prompt saved to: ./data/prompt-a5722d81-c781-46ca-95f6-e369ca978c61.txt
2025-03-17 17:14:24,886 - Rfq-Rag-Demo - DEBUG - Model request starts: 2025-03-17 17:14:24
2025-03-17 17:16:58,190 - Rfq-Rag-Demo - DEBUG - Model request ends: 2025-03-17 17:16:58
2025-03-17 17:16:58,191 - Rfq-Rag-Demo - DEBUG - Model request duration: 2 mins and 34 seconds
2025-03-17 17:16:58,191 - Rfq-Rag-Demo - DEBUG -
Confidence: 92 %
2025-03-17 17:16:58,191 - Rfq-Rag-Demo - DEBUG - Explanation: The RFQ closely matches the structure and terminology of previous examples. All key parameters are explicitly provided, with no significant ambiguities or assumptions required. The autocall frequency is clearly stated as trim (quarterly), and the coupon frequency is specified as annuel (annually).
2025-03-17 17:16:58,191 - Rfq-Rag-Demo - DEBUG - Advice: Proceed with quote
2025-03-17 17:16:58,191 - Rfq-Rag-Demo - DEBUG - RFQ parsing correct
2025-03-17 17:16:58,191 - Rfq-Rag-Demo - DEBUG - Parsed Parameters: {
"underlying": "IPR.MX",
"maturity": "4 years",
"barrier": "70 percent",
"coupon_frequency": "annually",
"coupon": "8 percent",
"autocall_frequency": "quarterly",
"autocall_barrier": "100 percent",
"notional": "USD $35000",
"from": "David Lef\u00e8vre",
"language": "fr"
}
2025-03-17 17:16:58,192 - Rfq-Rag-Demo - DEBUG - Parameters saved to: params-a5722d81-c781-46ca-95f6-e369ca978c61.json
2025-03-17 17:16:58,192 - Rfq-Rag-Demo - DEBUG -
----------------------------------------------------------------
2025-03-17 17:16:58,192 - Rfq-Rag-Demo - DEBUG -
RfqRag - Generate random RFQ request for test cycle: [5] with test id: [827b5e3d-fc1e-477e-8fb0-a6a2da898aa6]
2025-03-17 17:16:58,192 - Rfq-Rag-Demo - DEBUG - Test RFQ [Me gustaría obtener una cotización para esta autocall. Sub YSR.MX, barrera 102 %, Frecuencia Cup an, 15 %, Monto USD $5000, frec auto an, Vencimiento 5 años, Barrera 70 porcentaje. Gracias, por favor responde cuando puedas. Jacobo]
2025-03-17 17:16:58,192 - Rfq-Rag-Demo - DEBUG - Model request starts: 2025-03-17 17:16:58
2025-03-17 17:18:45,902 - Rfq-Rag-Demo - DEBUG - Model request ends: 2025-03-17 17:18:45
2025-03-17 17:18:45,902 - Rfq-Rag-Demo - DEBUG - Model request duration: 1 mins and 47 seconds
2025-03-17 17:18:42,377 - Rfq-Rag-Demo - DEBUG -
RfqRag - List of similar RFQ's with distances measure to augment the prompt
2025-03-17 17:18:42,377 - Rfq-Rag-Demo - DEBUG - Dist: [3777.48], Doc: Estamos buscando una cotización para este valor autocall. Subyac GQM.T, USD $50000, Expiración 4 años, frec auto trim, Barr 50 porcentaje, Cupón an, 10 %, barrera auto 105 pct. Gracias, espero tu respuesta. Jacobo
2025-03-17 17:18:42,377 - Rfq-Rag-Demo - DEBUG - Dist: [4701.55], Doc: Estoy buscando una cotización rápida para esta autocall. 100 porcentaje, Nominal USD $25000, 12 %, frec anual, Barr 60 pct, Cupón anual, Vencimiento 1 años, Subyacente RSH.T. Gracias por tu tiempo y consideración. Jacobo
2025-03-17 17:18:42,377 - Rfq-Rag-Demo - DEBUG - Dist: [6516.66], Doc: Necesito un precio para la siguiente autocall. Cup anualmente, barrera auto 102 porcentaje, 3 años, 8 pct, frec llamada semi, Tamaño USD $40000, Acción CDM.HK, Barrera 70 pct. Por favor avisa cuando tengas precios disponibles. Jacobo
2025-03-17 17:18:42,378 - Rfq-Rag-Demo - DEBUG - Dist: [6882.82], Doc: Por favor, consigue un precio para esta autocall. Cantidad USD $15000, Barrera 60 pct, barrera auto 100 pct, YSR.MX, 8 pct, 1 años, semestralmente, Cupón trimestralmente. Gracias, saludos cordiales. Jacobo
2025-03-17 17:18:42,378 - Rfq-Rag-Demo - DEBUG - Dist: [7134.28], Doc: Por favor, devuélveme un precio para esta nota autocall. FAF.MX, frecuencia de autocall semestralmente, 12 porcentaje, Expiración 1 años, Barrera 50 pct, anualmente, USD $10000, barr auto 102 pct. Gracias, por favor avisa. Jacobo
2025-03-17 17:18:42,378 - Rfq-Rag-Demo - DEBUG - Parse RFQ using LLM for product type: autocall
2025-03-17 17:18:42,378 - Rfq-Rag-Demo - DEBUG - Fully qualified Prompt saved to: ./data/prompt-827b5e3d-fc1e-477e-8fb0-a6a2da898aa6.txt
2025-03-17 17:18:42,378 - Rfq-Rag-Demo - DEBUG - Model request starts: 2025-03-17 17:18:42
2025-03-17 17:21:26,255 - Rfq-Rag-Demo - DEBUG - Model request ends: 2025-03-17 17:21:26
2025-03-17 17:21:26,256 - Rfq-Rag-Demo - DEBUG - Model request duration: 2 mins and 44 seconds
2025-03-17 17:21:26,256 - Rfq-Rag-Demo - DEBUG -
Confidence: 90%
2025-03-17 17:21:26,256 - Rfq-Rag-Demo - DEBUG - Explanation: The RFQ closely matches the structure and terminology of previous examples. All parameters are explicitly provided, with no significant ambiguities or assumptions required. The only minor assumption is that Frecuencia Cup an refers to coupon_frequency: anualmente, which aligns with Example RFQ 1.
2025-03-17 17:21:26,256 - Rfq-Rag-Demo - DEBUG - Advice: Proceed with quote
2025-03-17 17:21:26,256 - Rfq-Rag-Demo - DEBUG - RFQ parsing correct
2025-03-17 17:21:26,256 - Rfq-Rag-Demo - DEBUG - Parsed Parameters: {
"underlying": "YSR.MX",
"maturity": "5 years",
"barrier": "70 percent",
"coupon_frequency": "annually",
"coupon": "15 percent",
"autocall_frequency": "annually",
"autocall_barrier": "102 percent",
"notional": "USD $5000",
"from": "Jacobo Taylor",
"language": "es"
}
2025-03-17 17:21:26,257 - Rfq-Rag-Demo - DEBUG - Parameters saved to: params-827b5e3d-fc1e-477e-8fb0-a6a2da898aa6.json
2025-03-17 17:21:26,257 - Rfq-Rag-Demo - DEBUG -
----------------------------------------------------------------
2025-03-17 17:21:26,257 - Rfq-Rag-Demo - DEBUG -
RfqRag - Generate random RFQ request for test cycle: [6] with test id: [7db90093-6d93-437f-92d7-54bedbfcd346]
2025-03-17 17:21:26,257 - Rfq-Rag-Demo - DEBUG - Test RFQ [Pourriez-vous tarifer cette autocall ? Barr 50 pourcentage, Ticker TGF.PA, barr auto 102 %, fréquence de rappel automatique annuellement, Taille USD $50000, Terme 2 ans, Coupon 8 pct, Fréquence Cpn annuellement. Faites-moi part de vos réflexions sur les prix. Franck]
2025-03-17 17:21:26,257 - Rfq-Rag-Demo - DEBUG - Model request starts: 2025-03-17 17:21:26
2025-03-17 17:22:58,758 - Rfq-Rag-Demo - DEBUG - Model request ends: 2025-03-17 17:22:58
2025-03-17 17:22:58,759 - Rfq-Rag-Demo - DEBUG - Model request duration: 1 mins and 32 seconds
2025-03-17 17:23:00,806 - Rfq-Rag-Demo - DEBUG -
RfqRag - List of similar RFQ's with distances measure to augment the prompt
2025-03-17 17:23:00,806 - Rfq-Rag-Demo - DEBUG - Dist: [9250.69], Doc: Des devis qui flottent pour cette note autocall RFQ ? barr rappel 102 pourcentage, Ticker CIF.T, fréq auto semestriellement, 15 %, Barrière 50 pourcentage, Coup semestriellement, Quantité USD $20000, Terme 2 ans. Merci, toute information est bonne. Franck
2025-03-17 17:23:00,807 - Rfq-Rag-Demo - DEBUG - Dist: [10365.52], Doc: Des idées de prix pour cette autocall RFQ ? 50 pct, Ticker LZL.US, 12 pct, fréq rappel auto annuellement, barrière 102 %, Coup annuel, Maturité 2 ans, Quantité USD $15000. Merci, veuillez me conseiller. Franck
2025-03-17 17:23:00,807 - Rfq-Rag-Demo - DEBUG - Dist: [15506.42], Doc: Pourriez-vous tarifer cet instrument autocall ? barr rappel auto 102 pourcentage, Terme 4 ans, USD $35000, KIF.L, semestriellement, 10 pct, Coupon annuel, 50 pct. Merci, j'apprécie votre assistance. Franck
2025-03-17 17:23:00,807 - Rfq-Rag-Demo - DEBUG - Dist: [17094.86], Doc: Une chance d'obtenir un devis pour cette note autocall ? 10 %, Barrière 70 pourcentage, Taille USD $45000, barrière de rappel automatique 105 %, Mat 2 ans, Coupon ann, annuellement, YSR.MX. Veuillez me conseiller quand vous avez un prix. Franck
2025-03-17 17:23:00,807 - Rfq-Rag-Demo - DEBUG - Dist: [17367.63], Doc: Nous cherchons un devis pour ce titre autocall. 8 %, Barrière 70 %, Ticker FAF.MX, 3 ans, fréq auto annuel, Coupon trim, USD $15000, 100 pourcentage. Merci, tenez-moi au courant bientôt. Franck
2025-03-17 17:23:00,807 - Rfq-Rag-Demo - DEBUG - Parse RFQ using LLM for product type: autocall
2025-03-17 17:23:00,807 - Rfq-Rag-Demo - DEBUG - Fully qualified Prompt saved to: ./data/prompt-7db90093-6d93-437f-92d7-54bedbfcd346.txt
2025-03-17 17:23:00,807 - Rfq-Rag-Demo - DEBUG - Model request starts: 2025-03-17 17:23:00
2025-03-17 17:26:20,157 - Rfq-Rag-Demo - DEBUG - Model request ends: 2025-03-17 17:26:20
2025-03-17 17:26:20,157 - Rfq-Rag-Demo - DEBUG - Model request duration: 3 mins and 20 seconds
2025-03-17 17:26:20,157 - Rfq-Rag-Demo - DEBUG -
Confidence: 90 %
2025-03-17 17:26:20,157 - Rfq-Rag-Demo - DEBUG - Explanation: The RFQ closely matches the structure and terminology of previous examples. All key parameters are explicitly provided without ambiguity, including the product type (autocall), underlying ticker (TGF.PA), maturity (2 years), barrier (50 %), coupon rate (8 %), coupon frequency (annually), autocall frequency (annually), autocall barrier (102 %), notional amount (USD $50000), and the senders name (Franck). The language is clearly French. No assumptions were made, and all values are directly extracted from the RFQ.
2025-03-17 17:26:20,157 - Rfq-Rag-Demo - DEBUG - Advice: Proceed with quote
2025-03-17 17:26:20,158 - Rfq-Rag-Demo - DEBUG - RFQ parsing correct
2025-03-17 17:26:20,158 - Rfq-Rag-Demo - DEBUG - Parsed Parameters: {
"underlying": "TGF.PA",
"maturity": "2 years",
"barrier": "50 percent",
"coupon_frequency": "annually",
"coupon": "8 percent",
"autocall_frequency": "annually",
"autocall_barrier": "102 percent",
"notional": "USD $50000",
"from": "Fran\u00e7ois Martin",
"language": "fr"
}
2025-03-17 17:26:20,158 - Rfq-Rag-Demo - DEBUG - Parameters saved to: params-7db90093-6d93-437f-92d7-54bedbfcd346.json
2025-03-17 17:26:20,158 - Rfq-Rag-Demo - DEBUG -
----------------------------------------------------------------
2025-03-17 17:26:20,158 - Rfq-Rag-Demo - DEBUG -
RfqRag - Generate random RFQ request for test cycle: [7] with test id: [50d35398-9768-4008-851a-52342dce4dc5]
2025-03-17 17:26:20,158 - Rfq-Rag-Demo - DEBUG - Test RFQ [Could u price this autocall up? Stock RSH.T, auto freq quarterly, Term 4 years, 50 %, 12 %, Cpn Freq quarterly, 100 pct, Quantity USD $5000. Plez reply with any info. Grace]
2025-03-17 17:26:20,158 - Rfq-Rag-Demo - DEBUG - Model request starts: 2025-03-17 17:26:20
2025-03-17 17:28:09,039 - Rfq-Rag-Demo - DEBUG - Model request ends: 2025-03-17 17:28:09
2025-03-17 17:28:09,039 - Rfq-Rag-Demo - DEBUG - Model request duration: 1 mins and 49 seconds
2025-03-17 17:28:11,501 - Rfq-Rag-Demo - DEBUG -
RfqRag - List of similar RFQ's with distances measure to augment the prompt
2025-03-17 17:28:11,502 - Rfq-Rag-Demo - DEBUG - Dist: [10515.36], Doc: Price this autocall, if u can. 8 percent, semi-annually, Underlying IPR.MX, call freq annual, Expiry 2 years, barrier 102 percent, Barrier 50 pct, Amount USD $35000. Plez advise wen u have a price. Grace
2025-03-17 17:28:11,502 - Rfq-Rag-Demo - DEBUG - Dist: [19249.54], Doc: Yo, price dis autocall 1 up. Maturity 2 yrs, USD $40000, semi-annually, auto freq semi-annually, autocall barrier 105 percent, Barrier 60 percent, Stock TPH.SW, 15 percent. Appreciate the quick response. Grace
2025-03-17 17:28:11,502 - Rfq-Rag-Demo - DEBUG - Dist: [35634.45], Doc: Could you please price this autocall instrument? 8 percent, autocall freq annually, Und BQM.PA, Amount USD $40000, autocall barr 102 pct, Expiry 3 years, Barr 70 pct, annually. Thx, best wishez. Gracie
2025-03-17 17:28:11,502 - Rfq-Rag-Demo - DEBUG - Dist: [38162.09], Doc: We are seeking a quote on this autocall security. 8 %, autocall freq annually, Underlying LVL.PA, Mat 4 years, 100 %, 70 pct, Amount USD $35000, Cpn ann. Let me no ur thoughts. Grace
2025-03-17 17:28:11,502 - Rfq-Rag-Demo - DEBUG - Dist: [43405.41], Doc: Quick autocall price chek? auto freq annual, Und EDA.US, autocall barr 102 pct, 12 pct, Term 1 years, annually, Size USD $35000, 50 percent. Thx, plez reply wen u can. Ivy
2025-03-17 17:28:11,502 - Rfq-Rag-Demo - DEBUG - Parse RFQ using LLM for product type: autocall
2025-03-17 17:28:11,502 - Rfq-Rag-Demo - DEBUG - Fully qualified Prompt saved to: ./data/prompt-50d35398-9768-4008-851a-52342dce4dc5.txt
2025-03-17 17:28:11,502 - Rfq-Rag-Demo - DEBUG - Model request starts: 2025-03-17 17:28:11
2025-03-17 17:30:49,850 - Rfq-Rag-Demo - DEBUG - Model request ends: 2025-03-17 17:30:49
2025-03-17 17:30:49,850 - Rfq-Rag-Demo - DEBUG - Model request duration: 2 mins and 38 seconds
2025-03-17 17:30:49,850 - Rfq-Rag-Demo - DEBUG -
Confidence: 85 %
2025-03-17 17:30:49,850 - Rfq-Rag-Demo - DEBUG - Explanation: The RFQ provided most of the required parameters, and they matched closely with the examples. The only assumption made is that 12 % refers to the coupon rate, as it aligns with the pattern in the examples where a percentage value without an explicit label is typically the coupon rate. Additionally, the autocall barrier was explicitly stated as 100 pct.
2025-03-17 17:30:49,850 - Rfq-Rag-Demo - DEBUG - Advice: Proceed with quote
2025-03-17 17:30:49,851 - Rfq-Rag-Demo - DEBUG - RFQ parsing correct
2025-03-17 17:30:49,851 - Rfq-Rag-Demo - DEBUG - Parsed Parameters: {
"underlying": "RSH.T",
"maturity": "4 years",
"barrier": "50 percent",
"coupon_frequency": "quarterly",
"coupon": "12 percent",
"autocall_frequency": "quarterly",
"autocall_barrier": "100 percent",
"notional": "USD $5000",
"from": "Grace Wilson",
"language": "en"
}
2025-03-17 17:30:49,851 - Rfq-Rag-Demo - DEBUG - Parameters saved to: params-50d35398-9768-4008-851a-52342dce4dc5.json
2025-03-17 17:30:49,851 - Rfq-Rag-Demo - DEBUG -
----------------------------------------------------------------
2025-03-17 17:30:49,851 - Rfq-Rag-Demo - DEBUG -
RfqRag - Generate random RFQ request for test cycle: [8] with test id: [1f6c43a3-68a7-4cd3-bd6c-6f8ef45a2438]
2025-03-17 17:30:49,851 - Rfq-Rag-Demo - DEBUG - Test RFQ [Estoy buscando una cotización rápida para esta autocall. Expiración 2 años, 100 pct, CIF.T, 10 pct, Monto USD $20000, Frecuencia Cup semestralmente, Barrera 50 porcentaje, frec auto an. Por favor responde cuando puedas. David]
2025-03-17 17:30:49,852 - Rfq-Rag-Demo - DEBUG - Model request starts: 2025-03-17 17:30:49
2025-03-17 17:31:57,769 - Rfq-Rag-Demo - DEBUG - Model request ends: 2025-03-17 17:31:57
2025-03-17 17:31:57,770 - Rfq-Rag-Demo - DEBUG - Model request duration: 1 mins and 8 seconds
2025-03-17 17:32:00,283 - Rfq-Rag-Demo - DEBUG -
RfqRag - List of similar RFQ's with distances measure to augment the prompt
2025-03-17 17:32:00,283 - Rfq-Rag-Demo - DEBUG - Dist: [4006.30], Doc: Oye, ¿puedes cotizar esta autocall RFQ? anualmente, Subyac GQM.T, Barrera 70 porcentaje, Vencimiento 4 años, Cup anualmente, barr auto 105 porcentaje, USD $15000, 15 %. Gracias, por favor responde cuando puedas. David
2025-03-17 17:32:00,283 - Rfq-Rag-Demo - DEBUG - Dist: [4443.63], Doc: Me gustaría obtener una cotización para esta autocall. 8 %, Vencimiento 2 años, Subyacente IPR.MX, semestralmente, barrera 102 %, Cup trim, Barrera 60 %, Nominal USD $10000. Avísame tus pensamientos. David
2025-03-17 17:32:00,283 - Rfq-Rag-Demo - DEBUG - Dist: [4803.77], Doc: Consigue un precio para esta nota autocall, gracias. frec auto anualmente, 10 porcentaje, Monto USD $25000, 70 porcentaje, 105 porcentaje, Vencimiento 5 años, Cup anual, Acción LZL.US. Por favor responde a tu mayor conveniencia. David
2025-03-17 17:32:00,283 - Rfq-Rag-Demo - DEBUG - Dist: [9075.62], Doc: ¿Alguna cotización flotando para esta nota autocall RFQ? Nominal USD $20000, barrera 105 %, Ticker BSM.MX, Cup anualmente, Plazo 4 años, frec an, 10 %, 60 %. Agradezco la rápida respuesta. David
2025-03-17 17:32:00,284 - Rfq-Rag-Demo - DEBUG - Dist: [9178.33], Doc: ¿Alguna idea de precio para esta autocall RFQ? Expiración 4 años, Cantidad USD $50000, 12 porcentaje, Sub TPH.SW, barrera auto 105 porcentaje, frecuencia auto trim, 50 porcentaje, Cup anualmente. Espero tener noticias tuyas pronto. David
2025-03-17 17:32:00,284 - Rfq-Rag-Demo - DEBUG - Parse RFQ using LLM for product type: autocall
2025-03-17 17:32:00,284 - Rfq-Rag-Demo - DEBUG - Fully qualified Prompt saved to: ./data/prompt-1f6c43a3-68a7-4cd3-bd6c-6f8ef45a2438.txt
2025-03-17 17:32:00,284 - Rfq-Rag-Demo - DEBUG - Model request starts: 2025-03-17 17:32:00
2025-03-17 17:35:13,943 - Rfq-Rag-Demo - DEBUG - Model request ends: 2025-03-17 17:35:13
2025-03-17 17:35:13,943 - Rfq-Rag-Demo - DEBUG - Model request duration: 3 mins and 13 seconds
2025-03-17 17:35:13,944 - Rfq-Rag-Demo - DEBUG -
Confidence: 85 %
2025-03-17 17:35:13,944 - Rfq-Rag-Demo - DEBUG - Explanation: The RFQ provided contains all necessary parameters for an autocall product. The maturity, barrier, coupon rate, coupon frequency, autocall frequency, autocall barrier, notional amount, and underlying asset are clearly specified. However, the term 100 pct is ambiguous as it could refer to either the autocall barrier or another parameter. Given the context and examples provided, it is assumed to be the autocall barrier. The confidence level is set at 85% due to this minor ambiguity.
2025-03-17 17:35:13,944 - Rfq-Rag-Demo - DEBUG - Advice: Proceed with quote
2025-03-17 17:35:13,944 - Rfq-Rag-Demo - DEBUG - RFQ parsing correct
2025-03-17 17:35:13,944 - Rfq-Rag-Demo - DEBUG - Parsed Parameters: {
"underlying": "CIF.T",
"maturity": "2 years",
"barrier": "50 percent",
"coupon_frequency": "semi-annually",
"coupon": "10 percent",
"autocall_frequency": "annually",
"autocall_barrier": "100 percent",
"notional": "USD $20000",
"from": "David Fern\u00e1ndez",
"language": "es"
}
2025-03-17 17:35:13,944 - Rfq-Rag-Demo - DEBUG - Parameters saved to: params-1f6c43a3-68a7-4cd3-bd6c-6f8ef45a2438.json
2025-03-17 17:35:13,944 - Rfq-Rag-Demo - DEBUG -
----------------------------------------------------------------