Datasets:
timestamp stringdate 2021-05-01 00:00:00 2022-05-07 23:00:00 | system_prompt stringclasses 1
value | user_prompt stringlengths 974 1.26k | response stringlengths 570 6k | action int64 0 2 | reward float64 -0.16 0.22 |
|---|---|---|---|---|---|
2021-05-01T00:00:00 | You are a trading agent for BTC/USD on the 1Hour timeframe.
At each step you receive account state and market data.
Available actions (target exposure levels):
Action 0 → target -100% (short)
Action 1 → target 0% (flat/no position)
Action 2 → target +100% (long)
- Think step-by-step inside <think></think>.
- Ou... | Current account state:
exposure_pct: 0.0
position_direction: 0.0
unrealized_pnlpct: 0.0
holding_time: 0.0
leverage: 3.0
distance_to_liquidation: 1.0
---
5M(12) ref:57600
O,H,L,C,V
+274,+296,-71,+14,1266
+14,+93,+0,+91,792
+91,+93,+4,+28,314
+28,+70,+2,+25,308
+25,+70,+2,+4,266
+4,+29,-100,-17,550
-17,+7,-1... | <think>
The provided data shows a strong bearish trend on both the 5-minute and 1-hour timeframes.
- On the 1-hour timeframe (1H), the closing prices have been consistently negative relative to the reference (58100) for the last 20+ bars, with the most recent close being -623.
- The recent sequence of 1H closes shows a... | 0 | -0.011575 |
2021-05-01T21:00:00 | You are a trading agent for BTC/USD on the 1Hour timeframe.
At each step you receive account state and market data.
Available actions (target exposure levels):
Action 0 → target -100% (short)
Action 1 → target 0% (flat/no position)
Action 2 → target +100% (long)
- Think step-by-step inside <think></think>.
- Ou... | Current account state:
exposure_pct: 0.0
position_direction: 0.0
unrealized_pnlpct: 0.0
holding_time: 0.0
leverage: 3.0
distance_to_liquidation: 1.0
---
5M(12) ref:57000
O,H,L,C,V
+189,+206,+3,+13,1055
+14,+20,-96,-38,818
-38,-14,-118,-69,536
-69,+4,-97,-3,415
-3,+57,-25,+54,373
+54,+181,+29,+170,625
+170,... | <think>
The current 1H data shows a strong, consistent downtrend. The closing prices for the last several periods have been consistently negative relative to the reference price (57800), and the most recent close is -1372. Looking at the last few 1H bars: -892, -744, -1096, -1372. The price is making lower lows and low... | 0 | -0.010825 |
2021-05-02T18:00:00 | You are a trading agent for BTC/USD on the 1Hour timeframe.
At each step you receive account state and market data.
Available actions (target exposure levels):
Action 0 → target -100% (short)
Action 1 → target 0% (flat/no position)
Action 2 → target +100% (long)
- Think step-by-step inside <think></think>.
- Ou... | Current account state:
exposure_pct: 0.0
position_direction: 0.0
unrealized_pnlpct: 0.0
holding_time: 0.0
leverage: 3.0
distance_to_liquidation: 1.0
---
5M(12) ref:58000
O,H,L,C,V
+34,+119,-24,+1,608
+1,+43,-33,-24,415
-24,+32,-139,-116,612
-113,-26,-150,-81,503
-81,-76,-176,-103,495
-103,-49,-115,-89,324
... | <think>
1. **Analyze the 1H Timeframe (Market Trend):**
* The 1H data shows a strong upward move starting from around the 5th candle (+356) peaking around +1745.
* However, the last few candles show a significant decline: +1532 -> +675 -> +727 -> +583 -> +664 -> +894 -> +717 -> +550.
* The most recen... | 0 | 0.040193 |
2021-05-03T15:00:00 | You are a trading agent for BTC/USD on the 1Hour timeframe.
At each step you receive account state and market data.
Available actions (target exposure levels):
Action 0 → target -100% (short)
Action 1 → target 0% (flat/no position)
Action 2 → target +100% (long)
- Think step-by-step inside <think></think>.
- Ou... | Current account state:
exposure_pct: 0.0
position_direction: 0.0
unrealized_pnlpct: 0.0
holding_time: 0.0
leverage: 3.0
distance_to_liquidation: 1.0
---
5M(12) ref:54400
O,H,L,C,V
+484,+489,+10,+11,3353
+10,+335,-258,-190,5364
-190,-170,-841,-349,8447
-364,-325,-800,-464,3888
-464,-68,-517,-91,3223
-91,+20... | <think>
The market data shows a strong downward trend on the 1H timeframe. Looking at the last several hourly candles, the closing prices have been consistently lower, with a significant drop in the most recent candles (from -1917 to -3101 and finally -4072 relative to the reference price of 58000). The 5M data also sh... | 0 | -0.015261 |
2021-05-04T12:00:00 | You are a trading agent for BTC/USD on the 1Hour timeframe.
At each step you receive account state and market data.
Available actions (target exposure levels):
Action 0 → target -100% (short)
Action 1 → target 0% (flat/no position)
Action 2 → target +100% (long)
- Think step-by-step inside <think></think>.
- Ou... | Current account state:
exposure_pct: 0.0
position_direction: 0.0
unrealized_pnlpct: 0.0
holding_time: 0.0
leverage: 3.0
distance_to_liquidation: 1.0
---
5M(12) ref:55300
O,H,L,C,V
-78,+71,-82,-30,680
-30,+130,-44,+38,542
+38,+448,+38,+432,1635
+435,+588,+326,+369,2515
+369,+402,+125,+190,1305
+190,+292,+42... | <think>
1. **Analyze the 1H (Hourly) Data:**
* The most recent 1H candles show a strong upward trend.
* The closing values have moved from -97 $\rightarrow$ +190 $\rightarrow$ -25 $\rightarrow$ -126 $\rightarrow$ +1 $\rightarrow$ +560 $\rightarrow$ +521 $\rightarrow$ +800 $\rightarrow$ +292 $\rightarrow$ +... | 2 | 0.037196 |
2021-05-05T09:00:00 | You are a trading agent for BTC/USD on the 1Hour timeframe.
At each step you receive account state and market data.
Available actions (target exposure levels):
Action 0 → target -100% (short)
Action 1 → target 0% (flat/no position)
Action 2 → target +100% (long)
- Think step-by-step inside <think></think>.
- Ou... | Current account state:
exposure_pct: 0.0
position_direction: 0.0
unrealized_pnlpct: 0.0
holding_time: 0.0
leverage: 3.0
distance_to_liquidation: 1.0
---
5M(12) ref:57100
O,H,L,C,V
-56,+66,-94,+26,466
+27,+29,-63,-52,313
-52,-30,-205,-167,439
-167,-47,-245,-48,513
-48,+138,-100,+138,888
+138,+138,+2,+83,565... | <think>
The user wants me to act as a BTC/USD trading agent on a 1-hour timeframe.
**Current State:**
- Exposure: 0.0% (Flat)
- Position: Flat
- Leverage: 3.0
**Market Data Analysis:**
- **1H Timeframe (24 periods):**
- The price has been generally trending upwards.
- The most recent candle (last row) shows: Open... | 2 | 0.000969 |
2021-05-06T06:00:00 | You are a trading agent for BTC/USD on the 1Hour timeframe.
At each step you receive account state and market data.
Available actions (target exposure levels):
Action 0 → target -100% (short)
Action 1 → target 0% (flat/no position)
Action 2 → target +100% (long)
- Think step-by-step inside <think></think>.
- Ou... | Current account state:
exposure_pct: 0.0
position_direction: 0.0
unrealized_pnlpct: 0.0
holding_time: 0.0
leverage: 3.0
distance_to_liquidation: 1.0
---
5M(12) ref:56100
O,H,L,C,V
-343,-14,-350,-28,848
-28,+20,-123,-6,622
-6,+100,-61,+20,584
+20,+65,-85,-76,355
-76,+6,-96,-60,283
-60,-27,-135,-66,283
-66,-... | <think>
The current account state is flat (exposure_pct: 0.0).
Looking at the 1H timeframe data:
The price has been in a significant downtrend over the last 15-20 candles.
The most recent candles show a series of lower lows and lower highs.
The latest 1H candle closed at -1146 (relative to ref: 57000), continuing the d... | 0 | -0.016534 |
2021-05-07T03:00:00 | You are a trading agent for BTC/USD on the 1Hour timeframe.
At each step you receive account state and market data.
Available actions (target exposure levels):
Action 0 → target -100% (short)
Action 1 → target 0% (flat/no position)
Action 2 → target +100% (long)
- Think step-by-step inside <think></think>.
- Ou... | Current account state:
exposure_pct: 0.0
position_direction: 0.0
unrealized_pnlpct: 0.0
holding_time: 0.0
leverage: 3.0
distance_to_liquidation: 1.0
---
5M(12) ref:58300
O,H,L,C,V
+83,+126,+1,+17,621
+17,+63,+0,+39,380
+39,+46,-133,-70,1070
-70,-30,-90,-60,418
-60,-20,-187,-176,540
-176,-61,-264,-233,648
-... | <think>
1. **Analyze the 1H timeframe**: The trend has been generally bullish over the last 24 hours, with a peak around +2476 and currently sitting at +2214 relative to the reference price (55900). The price has remained consistently above the reference point.
2. **Analyze the 5M timeframe**: The recent momentum is ... | 0 | 0.00858 |
2021-05-01T01:00:00 | You are a trading agent for BTC/USD on the 1Hour timeframe.
At each step you receive account state and market data.
Available actions (target exposure levels):
Action 0 → target -100% (short)
Action 1 → target 0% (flat/no position)
Action 2 → target +100% (long)
- Think step-by-step inside <think></think>.
- Ou... | Current account state:
exposure_pct: 3.0466
position_direction: -1.0
unrealized_pnlpct: -0.0038
holding_time: 0.0
leverage: 3.0
distance_to_liquidation: 0.3243
---
5M(12) ref:57400
O,H,L,C,V
-41,+40,-61,+31,520
+31,+77,-20,+25,395
+25,+112,+19,+52,318
+61,+133,+55,+112,303
+112,+130,+35,+43,394
+43,+74,-73... | <think>
The 1H timeframe data shows a strong downward trend over the last 24 periods, with prices consistently making lower lows and lower highs. The most recent closing values are significantly below the reference point (ref: 58200), with the last few candles closing around -503, -723, and -503 relative to the referen... | 0 | 0.060794 |
2021-05-01T22:00:00 | You are a trading agent for BTC/USD on the 1Hour timeframe.
At each step you receive account state and market data.
Available actions (target exposure levels):
Action 0 → target -100% (short)
Action 1 → target 0% (flat/no position)
Action 2 → target +100% (long)
- Think step-by-step inside <think></think>.
- Ou... | Current account state:
exposure_pct: 3.0435
position_direction: -1.0
unrealized_pnlpct: -0.0036
holding_time: 0.0
leverage: 3.0
distance_to_liquidation: 0.3246
---
5M(12) ref:56700
O,H,L,C,V
+14,+85,-94,-43,825
-44,-8,-137,-97,1017
-91,-91,-297,-132,2139
-132,-110,-280,-116,1001
-116,-80,-200,-191,616
-191... | <think>
* Account State: Currently short (position_direction: -1.0), exposure is very low (3.0435%), unrealized PnL is slightly negative.
* 1H Market Data: The trend is overwhelmingly bearish. The last several candles show consistent declines, with the most recent close at -870 relative to the reference point.
* ... | 0 | -0.045396 |
2021-05-02T19:00:00 | You are a trading agent for BTC/USD on the 1Hour timeframe.
At each step you receive account state and market data.
Available actions (target exposure levels):
Action 0 → target -100% (short)
Action 1 → target 0% (flat/no position)
Action 2 → target +100% (long)
- Think step-by-step inside <think></think>.
- Ou... | Current account state:
exposure_pct: 2.8424
position_direction: -1.0
unrealized_pnlpct: 0.0137
holding_time: 0.0
leverage: 3.0
distance_to_liquidation: 0.3478
---
5M(12) ref:57800
O,H,L,C,V
-33,-10,-135,-39,606
-39,-16,-269,-240,928
-240,-117,-290,-272,918
-271,-223,-350,-233,948
-233,-142,-233,-168,605
-1... | <think>
* Current exposure: -1.0 (Short)
* Timeframe: 1Hour
* Price Action (1H):
* The price had a strong uptrend, peaking around +2357.
* Recently, there has been a sharp decline: +1117 -> +950 -> +162.
* The most recent 1H candle closed at +162, with a low of -96. This indicates a strong beari... | 0 | -0.014205 |
2021-05-03T16:00:00 | You are a trading agent for BTC/USD on the 1Hour timeframe.
At each step you receive account state and market data.
Available actions (target exposure levels):
Action 0 → target -100% (short)
Action 1 → target 0% (flat/no position)
Action 2 → target +100% (long)
- Think step-by-step inside <think></think>.
- Ou... | Current account state:
exposure_pct: 3.0615
position_direction: -1.0
unrealized_pnlpct: -0.005
holding_time: 0.0
leverage: 3.0
distance_to_liquidation: 0.3227
---
5M(12) ref:54100
O,H,L,C,V
+6,+158,-132,+35,1917
+38,+301,+31,+102,1966
+102,+106,-275,-174,2511
-174,+40,-250,-16,1581
-16,+176,-52,+12,1672
+1... | <think>
The market data shows a strong downward trend on the 1H timeframe. The last few candles have seen significant drops, with the closing prices consistently lower than previous opens, and a series of deep lows. The most recent 1H close is -3600 relative to the reference, following a steep decline from -1717 to -39... | 0 | -0.019635 |
2021-05-04T13:00:00 | You are a trading agent for BTC/USD on the 1Hour timeframe.
At each step you receive account state and market data.
Available actions (target exposure levels):
Action 0 → target -100% (short)
Action 1 → target 0% (flat/no position)
Action 2 → target +100% (long)
- Think step-by-step inside <think></think>.
- Ou... | Current account state:
exposure_pct: 2.927
position_direction: 1.0
unrealized_pnlpct: 0.0126
holding_time: 0.0
leverage: 3.0
distance_to_liquidation: 0.3377
---
5M(12) ref:55700
O,H,L,C,V
+14,+122,+0,+21,1141
+21,+36,-97,-59,497
-59,+300,-100,+289,1755
+289,+459,+110,+196,2657
+196,+284,+127,+280,717
+275,... | <think>
The BTC/USD 1-hour data shows a very strong bullish trend. The closing prices have risen significantly from -18 to +3083 relative to the reference point of 53900. Specifically, the last few candles show substantial growth: +1292, +1735, +2372, and finally +3083.
The 5-minute data also shows a general upward tr... | 2 | 0.031029 |
2021-05-05T10:00:00 | You are a trading agent for BTC/USD on the 1Hour timeframe.
At each step you receive account state and market data.
Available actions (target exposure levels):
Action 0 → target -100% (short)
Action 1 → target 0% (flat/no position)
Action 2 → target +100% (long)
- Think step-by-step inside <think></think>.
- Ou... | Current account state:
exposure_pct: 2.9981
position_direction: 1.0
unrealized_pnlpct: 0.0003
holding_time: 0.0
leverage: 3.0
distance_to_liquidation: 0.3295
---
5M(12) ref:57600
O,H,L,C,V
-338,+69,-365,-11,1855
-12,+534,-15,+441,4603
+442,+688,+441,+593,3007
+593,+850,+588,+762,2619
+764,+767,+502,+735,31... | <think>
* Current Position: Long (exposure_pct: 2.9981, position_direction: 1.0).
* Timeframe: 1Hour.
* Price Action (1H): The most recent candles show a strong upward trend. The last candle closed at +2481 (relative to ref 55600), pushing the price to approximately 58081. The previous candle closed at +2463.
* ... | 2 | -0.019165 |
2021-05-06T07:00:00 | You are a trading agent for BTC/USD on the 1Hour timeframe.
At each step you receive account state and market data.
Available actions (target exposure levels):
Action 0 → target -100% (short)
Action 1 → target 0% (flat/no position)
Action 2 → target +100% (long)
- Think step-by-step inside <think></think>.
- Ou... | Current account state:
exposure_pct: 3.0667
position_direction: -1.0
unrealized_pnlpct: -0.0055
holding_time: 0.0
leverage: 3.0
distance_to_liquidation: 0.3221
---
5M(12) ref:56100
O,H,L,C,V
+39,+50,-69,-19,417
-21,+189,-31,+83,625
+84,+181,+71,+77,492
+77,+106,-3,+96,407
+97,+231,+97,+187,756
+187,+196,-1... | <think>
The current account state shows a short position (position_direction: -1.0) with a small unrealized loss.
Looking at the 1H data:
The price action has been consistently bearish over the last 24 hours. The closing prices have been trending downwards significantly (from +781 down to -1140 relative to the referen... | 0 | -0.007349 |
2021-05-07T04:00:00 | You are a trading agent for BTC/USD on the 1Hour timeframe.
At each step you receive account state and market data.
Available actions (target exposure levels):
Action 0 → target -100% (short)
Action 1 → target 0% (flat/no position)
Action 2 → target +100% (long)
- Think step-by-step inside <think></think>.
- Ou... | Current account state:
exposure_pct: 2.9658
position_direction: -1.0
unrealized_pnlpct: 0.0029
holding_time: 0.0
leverage: 3.0
distance_to_liquidation: 0.3332
---
5M(12) ref:58100
O,H,L,C,V
-16,+34,-93,+21,475
+21,+149,-17,+125,596
+125,+541,+64,+506,2181
+506,+588,+306,+371,1539
+371,+476,+260,+299,754
+2... | <think>
1. **Analyze the 1H Timeframe (Main Trend):**
* The 1H price data shows a strong overall uptrend over the last 24 periods.
* The closing prices have moved from around -36 (relative to ref 56200) up to +1747.
* Recent candles: +1972, +1914, +1747. There is a slight pullback from the peak of +2... | 2 | -0.004364 |
2021-05-01T02:00:00 | You are a trading agent for BTC/USD on the 1Hour timeframe.
At each step you receive account state and market data.
Available actions (target exposure levels):
Action 0 → target -100% (short)
Action 1 → target 0% (flat/no position)
Action 2 → target +100% (long)
- Think step-by-step inside <think></think>.
- Ou... | Current account state:
exposure_pct: 2.8079
position_direction: -1.0
unrealized_pnlpct: 0.0168
holding_time: 1.0
leverage: 3.0
distance_to_liquidation: 0.3521
---
5M(12) ref:57600
O,H,L,C,V
-41,+14,-42,+14,252
+14,+27,-17,+3,303
+3,+113,+3,+107,491
+107,+150,+83,+149,397
+149,+150,+81,+97,393
+94,+94,+14,+... | <think>
- Current Exposure: Slightly short (exposure_pct 2.8079, direction -1.0).
- 1H Market Data: The price action has been predominantly bearish. The most recent 1H candle closed at -1590, which is a significant drop compared to the previous close of -403. This indicates a strong downward momentum.
- 5M Market Data:... | 0 | -0.022465 |
2021-05-01T23:00:00 | You are a trading agent for BTC/USD on the 1Hour timeframe.
At each step you receive account state and market data.
Available actions (target exposure levels):
Action 0 → target -100% (short)
Action 1 → target 0% (flat/no position)
Action 2 → target +100% (long)
- Think step-by-step inside <think></think>.
- Ou... | Current account state:
exposure_pct: 3.2313
position_direction: -1.0
unrealized_pnlpct: -0.0182
holding_time: 1.0
leverage: 3.0
distance_to_liquidation: 0.3055
---
5M(12) ref:56500
O,H,L,C,V
-54,-10,-54,-24,312
-24,+119,-54,+41,681
+41,+41,-117,-109,379
-107,-14,-123,-23,343
-24,+61,-50,+57,364
+57,+65,-47... | <think>
- Current Position: Short (exposure_pct: 3.2313, position_direction: -1.0).
- Market Context (1H): The price has been in a strong downtrend for a significant period, but the most recent candle shows a strong recovery from a low of -940 to a close of -44 (relative to the 57,500 reference).
- Market Context (5M):... | 1 | 0 |
2021-05-02T20:00:00 | You are a trading agent for BTC/USD on the 1Hour timeframe.
At each step you receive account state and market data.
Available actions (target exposure levels):
Action 0 → target -100% (short)
Action 1 → target 0% (flat/no position)
Action 2 → target +100% (long)
- Think step-by-step inside <think></think>.
- Ou... | Current account state:
exposure_pct: 2.8974
position_direction: -1.0
unrealized_pnlpct: 0.0088
holding_time: 1.0
leverage: 3.0
distance_to_liquidation: 0.3411
---
5M(12) ref:57500
O,H,L,C,V
-150,-23,-188,-40,914
-40,+101,-49,+41,622
+41,+52,-124,-90,411
-90,-69,-194,-177,761
-177,-85,-193,-88,478
-86,-86,-... | <think>
- Account state: Currently short (position_direction -1.0) with a small positive unrealized PnL.
- 1H Data: The price has been highly volatile. After a strong uptrend, it experienced a sharp decline (from +2414 down to +462). The most recent candle (+462, +815, +101, +744) shows a recovery from a low of +101, c... | 0 | -0.008896 |
2021-05-03T17:00:00 | You are a trading agent for BTC/USD on the 1Hour timeframe.
At each step you receive account state and market data.
Available actions (target exposure levels):
Action 0 → target -100% (short)
Action 1 → target 0% (flat/no position)
Action 2 → target +100% (long)
- Think step-by-step inside <think></think>.
- Ou... | Current account state:
exposure_pct: 3.142
position_direction: -1.0
unrealized_pnlpct: -0.0114
holding_time: 1.0
leverage: 3.0
distance_to_liquidation: 0.3143
---
5M(12) ref:54100
O,H,L,C,V
+113,+129,-66,+45,1238
+45,+98,-143,-96,1020
-96,+36,-105,-15,608
-15,-12,-320,-199,1403
-194,+98,-321,+65,1169
+65,+... | <think>
The current account state shows a small short position (exposure_pct: 3.142, direction: -1.0).
Looking at the 1H timeframe data:
The price has been in a significant downtrend, but the most recent candles show a potential stabilization or slight recovery from the extreme lows (hitting -4382 and recovering to -30... | 1 | 0 |
2021-05-04T14:00:00 | You are a trading agent for BTC/USD on the 1Hour timeframe.
At each step you receive account state and market data.
Available actions (target exposure levels):
Action 0 → target -100% (short)
Action 1 → target 0% (flat/no position)
Action 2 → target +100% (long)
- Think step-by-step inside <think></think>.
- Ou... | Current account state:
exposure_pct: 2.8681
position_direction: 1.0
unrealized_pnlpct: 0.0235
holding_time: 1.0
leverage: 3.0
distance_to_liquidation: 0.3448
---
5M(12) ref:55800
O,H,L,C,V
+267,+294,-77,+38,3112
+37,+284,+34,+277,1358
+277,+284,-67,-9,1879
-9,+178,-127,+11,2398
+11,+150,-43,+51,1174
+50,+1... | <think>
* Current Position: Long (exposure_pct: 2.8681, position_direction: 1.0).
* Current Unrealized PnL: Positive (0.0235%).
* 1H Market Data Analysis:
* The most recent candle (last row) shows a strong bullish move: Open 3083, High 3800, Low 2981, Close 3696.
* The previous few candles also show a... | 2 | -0.006826 |
2021-05-05T11:00:00 | You are a trading agent for BTC/USD on the 1Hour timeframe.
At each step you receive account state and market data.
Available actions (target exposure levels):
Action 0 → target -100% (short)
Action 1 → target 0% (flat/no position)
Action 2 → target +100% (long)
- Think step-by-step inside <think></think>.
- Ou... | Current account state:
exposure_pct: 3.0367
position_direction: 1.0
unrealized_pnlpct: -0.006
holding_time: 1.0
leverage: 3.0
distance_to_liquidation: 0.3253
---
5M(12) ref:57900
O,H,L,C,V
+141,+150,-144,+3,1469
+3,+81,-87,-6,796
-6,+150,-8,+20,873
+19,+50,-98,+34,686
+34,+48,-29,+6,529
+6,+155,-69,+69,907... | <think>
The user wants me to act as a BTC/USD trading agent on the 1Hour timeframe.
1. **Analyze Account State:**
- Current exposure is almost flat (3.0367%).
- Position direction is long (1.0).
- Unrealized PnL is slightly negative (-0.006%).
- Leverage is 3.0.
2. **Analyze Market Data (1H):**
... | 2 | -0.019063 |
2021-05-06T08:00:00 | You are a trading agent for BTC/USD on the 1Hour timeframe.
At each step you receive account state and market data.
Available actions (target exposure levels):
Action 0 → target -100% (short)
Action 1 → target 0% (flat/no position)
Action 2 → target +100% (long)
- Think step-by-step inside <think></think>.
- Ou... | Current account state:
exposure_pct: 3.0967
position_direction: -1.0
unrealized_pnlpct: -0.0079
holding_time: 1.0
leverage: 3.0
distance_to_liquidation: 0.319
---
5M(12) ref:56000
O,H,L,C,V
-69,+123,-87,-12,909
-12,+33,-355,-328,1424
-331,-188,-340,-250,961
-250,-117,-250,-158,459
-158,-86,-239,-104,463
-1... | <think>
The current account state shows a short position (position_direction: -1.0) with a small unrealized loss.
Looking at the 1H data (ref: 58100), the price has been in a strong downtrend, consistently making lower lows and lower highs over the last 24 periods. The most recent closes are around -1806, -1940, and -1... | 1 | 0 |
2021-05-07T05:00:00 | You are a trading agent for BTC/USD on the 1Hour timeframe.
At each step you receive account state and market data.
Available actions (target exposure levels):
Action 0 → target -100% (short)
Action 1 → target 0% (flat/no position)
Action 2 → target +100% (long)
- Think step-by-step inside <think></think>.
- Ou... | Current account state:
exposure_pct: 3.0087
position_direction: 1.0
unrealized_pnlpct: -0.0015
holding_time: 0.0
leverage: 3.0
distance_to_liquidation: 0.3284
---
5M(12) ref:58000
O,H,L,C,V
+32,+55,-75,+17,742
+17,+76,-35,+7,441
+7,+24,-150,-38,770
-38,+46,-68,-14,575
-14,+28,-81,-22,354
-28,-20,-127,-34,4... | <think>
- Account state: Current exposure is very low (3.0087%), effectively flat.
- Market Data (1H):
- The price has been in a general uptrend but has shown significant volatility.
- The most recent 1H candle closed at +1963 relative to the reference (55900), meaning price is around 57863.
- The trend ove... | 2 | 0.032584 |
2021-05-01T03:00:00 | You are a trading agent for BTC/USD on the 1Hour timeframe.
At each step you receive account state and market data.
Available actions (target exposure levels):
Action 0 → target -100% (short)
Action 1 → target 0% (flat/no position)
Action 2 → target +100% (long)
- Think step-by-step inside <think></think>.
- Ou... | Current account state:
exposure_pct: 2.8944
position_direction: -1.0
unrealized_pnlpct: 0.009
holding_time: 2.0
leverage: 3.0
distance_to_liquidation: 0.3415
---
5M(12) ref:57600
O,H,L,C,V
+123,+129,+21,+44,311
+44,+102,+33,+85,237
+85,+85,-34,-28,421
-28,+10,-168,-126,1372
-127,-124,-250,-214,1082
-214,-2... | <think>
1. **Analyze Account State:**
* `exposure_pct`: 2.8944 (essentially flat, but technically slightly long/short depending on the sign of `position_direction`).
* `position_direction`: -1.0 (Short).
* `unrealized_pnlpct`: 0.009 (Small profit).
* `distance_to_liquidation`: 0.3415 (Relativel... | 0 | 0.000214 |
2021-05-02T00:00:00 | You are a trading agent for BTC/USD on the 1Hour timeframe.
At each step you receive account state and market data.
Available actions (target exposure levels):
Action 0 → target -100% (short)
Action 1 → target 0% (flat/no position)
Action 2 → target +100% (long)
- Think step-by-step inside <think></think>.
- Ou... | Current account state:
exposure_pct: 0.0
position_direction: 0.0
unrealized_pnlpct: 0.0
holding_time: 0.0
leverage: 3.0
distance_to_liquidation: 1.0
---
5M(12) ref:56900
O,H,L,C,V
-295,+75,-295,+23,2208
+23,+182,-49,+125,1280
+122,+584,+122,+426,3171
+426,+450,+266,+375,1586
+375,+405,+324,+330,690
+333,+5... | <think>
- The 1H timeframe data shows a long period of decline (deep negative offsets from the reference 57700), but the most recent candle shows a strong bullish reversal: Open -244, High +684, Low -299, Close +400. This indicates a significant price jump and a potential trend reversal or strong bounce.
- The 5M data ... | 2 | 0.001484 |
2021-05-02T21:00:00 | You are a trading agent for BTC/USD on the 1Hour timeframe.
At each step you receive account state and market data.
Available actions (target exposure levels):
Action 0 → target -100% (short)
Action 1 → target 0% (flat/no position)
Action 2 → target +100% (long)
- Think step-by-step inside <think></think>.
- Ou... | Current account state:
exposure_pct: 2.9322
position_direction: -1.0
unrealized_pnlpct: 0.0057
holding_time: 2.0
leverage: 3.0
distance_to_liquidation: 0.337
---
5M(12) ref:56800
O,H,L,C,V
+100,+142,-125,+12,1250
+12,+15,-299,-139,2167
-139,+74,-189,+10,1038
+10,+68,-64,+7,705
+7,+189,+7,+184,520
+184,+189... | <think>
The user is providing 1-hour (1H) and 5-minute (5M) data for BTC/USD.
Current account state:
- exposure_pct: 2.9322 (currently short, as position_direction is -1.0)
- unrealized_pnlpct: 0.0057 (slight profit)
Analyzing the 1H data:
The price trend has been volatile but recently showed a significant drop.
The l... | 2 | -0.005453 |
2021-05-03T18:00:00 | You are a trading agent for BTC/USD on the 1Hour timeframe.
At each step you receive account state and market data.
Available actions (target exposure levels):
Action 0 → target -100% (short)
Action 1 → target 0% (flat/no position)
Action 2 → target +100% (long)
- Think step-by-step inside <think></think>.
- Ou... | Current account state:
exposure_pct: 0.0
position_direction: 0.0
unrealized_pnlpct: 0.0
holding_time: 0.0
leverage: 3.0
distance_to_liquidation: 1.0
---
5M(12) ref:54300
O,H,L,C,V
+30,+50,-106,-37,774
-31,-21,-128,-39,551
-39,-39,-267,-179,940
-179,-121,-277,-123,390
-123,-40,-236,-127,439
-127,-11,-130,-8... | <think>
The current account state is flat (exposure_pct: 0.0).
Looking at the 1H data (ref: 56900):
The closes have been consistently negative relative to the reference price, showing a strong downward trend.
Recent 1H closes: -2356, -2313.
The trend is bearish, but looking at the last few bars, the price is stabilizin... | 2 | 0.010264 |
2021-05-04T15:00:00 | You are a trading agent for BTC/USD on the 1Hour timeframe.
At each step you receive account state and market data.
Available actions (target exposure levels):
Action 0 → target -100% (short)
Action 1 → target 0% (flat/no position)
Action 2 → target +100% (long)
- Think step-by-step inside <think></think>.
- Ou... | Current account state:
exposure_pct: 2.8809
position_direction: 1.0
unrealized_pnlpct: 0.0211
holding_time: 2.0
leverage: 3.0
distance_to_liquidation: 0.3432
---
5M(12) ref:57100
O,H,L,C,V
+43,+150,-99,-30,2894
-28,+120,-148,+102,2282
+100,+220,+2,+102,2297
+102,+373,+33,+105,3284
+107,+124,-219,-110,4818
... | <think>
1. **Analyze Account State**:
* Exposure: +2.8809% (Long)
* Unrealized PnL: +0.0211% (Slightly positive)
* Leverage: 3.0
* Distance to Liquidation: 0.3432 (Relatively safe, but needs monitoring)
2. **Analyze 1H Data (Trend)**:
* The price has been in a strong uptrend over the la... | 2 | -0.005865 |
2021-05-05T12:00:00 | You are a trading agent for BTC/USD on the 1Hour timeframe.
At each step you receive account state and market data.
Available actions (target exposure levels):
Action 0 → target -100% (short)
Action 1 → target 0% (flat/no position)
Action 2 → target +100% (long)
- Think step-by-step inside <think></think>.
- Ou... | Current account state:
exposure_pct: 3.0759
position_direction: 1.0
unrealized_pnlpct: -0.0122
holding_time: 2.0
leverage: 3.0
distance_to_liquidation: 0.3211
---
5M(12) ref:58000
O,H,L,C,V
-10,+42,-58,-5,554
-5,+62,-189,-163,729
-160,-138,-359,-250,2120
-250,-133,-250,-188,689
-188,-57,-200,-121,592
-121,... | <think>
- The current account is slightly long (exposure_pct: 3.0759) with a small unrealized loss.
- Looking at the 1H timeframe: The price had a strong rally recently (reaching +1081), but the last three candles show a significant correction: +1081 -> +714 -> +355. This indicates a strong bearish momentum in the shor... | 0 | 0.005793 |
2021-05-06T09:00:00 | You are a trading agent for BTC/USD on the 1Hour timeframe.
At each step you receive account state and market data.
Available actions (target exposure levels):
Action 0 → target -100% (short)
Action 1 → target 0% (flat/no position)
Action 2 → target +100% (long)
- Think step-by-step inside <think></think>.
- Ou... | Current account state:
exposure_pct: 0.0
position_direction: 0.0
unrealized_pnlpct: 0.0
holding_time: 0.0
leverage: 3.0
distance_to_liquidation: 1.0
---
5M(12) ref:56300
O,H,L,C,V
+14,+101,-45,+21,821
+21,+27,-133,-80,673
-80,-50,-180,-159,485
-159,-43,-159,-86,434
-86,+34,-113,-12,397
-12,+143,-12,+56,104... | <think>
1. **Analyze the 1H Data**:
- The 1H timeframe shows a consistent and strong downward trend.
- Looking at the closing prices (C) over the last 24 hours: they have been consistently negative relative to the reference (58100), moving from -19 to -1650.
- The most recent candles show significant lows and ... | 0 | -0.003221 |
2021-05-07T06:00:00 | You are a trading agent for BTC/USD on the 1Hour timeframe.
At each step you receive account state and market data.
Available actions (target exposure levels):
Action 0 → target -100% (short)
Action 1 → target 0% (flat/no position)
Action 2 → target +100% (long)
- Think step-by-step inside <think></think>.
- Ou... | Current account state:
exposure_pct: 2.9443
position_direction: 1.0
unrealized_pnlpct: 0.0095
holding_time: 1.0
leverage: 3.0
distance_to_liquidation: 0.3357
---
5M(12) ref:57900
O,H,L,C,V
+67,+70,-22,+2,473
+2,+37,-148,-77,910
-77,-74,-196,-180,762
-180,-116,-263,-120,893
-120,-66,-139,-74,391
-74,-73,-22... | <think>
The current account state shows a small positive exposure (2.9443%) and a slight positive unrealized PnL (0.0095%).
Looking at the 1H timeframe data:
- The price has been in a strong uptrend over the last 24 hours.
- The most recent closing value is +2300 relative to the reference (56200 + 2300 = 58500).
- The... | 2 | 0.02279 |
2021-05-01T04:00:00 | You are a trading agent for BTC/USD on the 1Hour timeframe.
At each step you receive account state and market data.
Available actions (target exposure levels):
Action 0 → target -100% (short)
Action 1 → target 0% (flat/no position)
Action 2 → target +100% (long)
- Think step-by-step inside <think></think>.
- Ou... | Current account state:
exposure_pct: 2.8936
position_direction: -1.0
unrealized_pnlpct: 0.0091
holding_time: 3.0
leverage: 3.0
distance_to_liquidation: 0.3416
---
5M(12) ref:56600
O,H,L,C,V
-227,+58,-228,+28,1867
+28,+130,-58,+72,1705
+72,+275,+26,+233,1786
+232,+350,+111,+111,1465
+111,+282,+65,+107,1153
... | <think>
1. **Analyze the Account State**:
* Exposure: 2.8936% (Small positive, but `position_direction` is -1.0, suggesting a short position).
* Unrealized PnL: +0.0091% (Slightly positive).
* Leverage: 3.0.
* Distance to liquidation: 0.3416.
2. **Analyze the 1H Data (Primary Timeframe)**:
... | 0 | 0.000725 |
2021-05-02T01:00:00 | You are a trading agent for BTC/USD on the 1Hour timeframe.
At each step you receive account state and market data.
Available actions (target exposure levels):
Action 0 → target -100% (short)
Action 1 → target 0% (flat/no position)
Action 2 → target +100% (long)
- Think step-by-step inside <think></think>.
- Ou... | Current account state:
exposure_pct: 2.997
position_direction: 1.0
unrealized_pnlpct: 0.0005
holding_time: 0.0
leverage: 3.0
distance_to_liquidation: 0.3297
---
5M(12) ref:57700
O,H,L,C,V
-158,+92,-158,+30,1926
+30,+66,-113,-104,713
-104,-10,-137,-36,482
-36,-30,-133,-45,563
-46,+68,-87,-19,746
-19,+44,-35... | <think>
The current account state shows a very small positive exposure (2.997%) and a long position direction.
Looking at the 1H timeframe data:
The price has been in a strong uptrend recently. The last few candles show:
- Candle 22: Close +956
- Candle 23: Close +1600
- Candle 24: Close +1629 (High +1800, Low +1415)
... | 2 | -0.006425 |
2021-05-02T22:00:00 | You are a trading agent for BTC/USD on the 1Hour timeframe.
At each step you receive account state and market data.
Available actions (target exposure levels):
Action 0 → target -100% (short)
Action 1 → target 0% (flat/no position)
Action 2 → target +100% (long)
- Think step-by-step inside <think></think>.
- Ou... | Current account state:
exposure_pct: 3.0109
position_direction: 1.0
unrealized_pnlpct: -0.0018
holding_time: 0.0
leverage: 3.0
distance_to_liquidation: 0.3281
---
5M(12) ref:57000
O,H,L,C,V
+88,+94,-22,-6,670
-6,+113,-130,+69,1113
+69,+78,-51,-22,708
-24,-3,-217,-213,684
-213,+170,-226,+166,1175
+166,+171,... | <think>
1. **Analyze Market Data (1H Timeframe):**
- The most recent 1H candles show a strong downward trend.
- Closing prices for the last few candles: -181, -356, -638, -285.
- The most recent candle closed at -285, which is significantly lower than the previous highs.
- There is a clear sequence of l... | 0 | 0.094785 |
2021-05-03T19:00:00 | You are a trading agent for BTC/USD on the 1Hour timeframe.
At each step you receive account state and market data.
Available actions (target exposure levels):
Action 0 → target -100% (short)
Action 1 → target 0% (flat/no position)
Action 2 → target +100% (long)
- Think step-by-step inside <think></think>.
- Ou... | Current account state:
exposure_pct: 2.9796
position_direction: 1.0
unrealized_pnlpct: 0.0034
holding_time: 0.0
leverage: 3.0
distance_to_liquidation: 0.3316
---
5M(12) ref:54400
O,H,L,C,V
+137,+177,+15,+48,761
+48,+142,-87,-47,739
-47,+138,-77,+38,948
+38,+144,+38,+92,307
+92,+103,-50,-41,631
-41,+38,-140... | <think>
1. **Analyze the 1H Timeframe Data:**
- The 1H data shows a severe and consistent downtrend.
- Prices have dropped from around -238 (relative to 57100) down to -2326.
- The recent sequence of candles is overwhelmingly negative: -3218, -3172, -2900, -2556, -2513, -2326.
- There is no sign of a t... | 0 | 0.020093 |
2021-05-04T16:00:00 | You are a trading agent for BTC/USD on the 1Hour timeframe.
At each step you receive account state and market data.
Available actions (target exposure levels):
Action 0 → target -100% (short)
Action 1 → target 0% (flat/no position)
Action 2 → target +100% (long)
- Think step-by-step inside <think></think>.
- Ou... | Current account state:
exposure_pct: 2.892
position_direction: 1.0
unrealized_pnlpct: 0.019
holding_time: 3.0
leverage: 3.0
distance_to_liquidation: 0.3419
---
5M(12) ref:57800
O,H,L,C,V
-50,+64,-387,+49,3473
+43,+100,-171,-112,1959
-112,+17,-324,-314,1864
-314,-127,-329,-276,1372
-276,-162,-335,-219,996
-... | <think>
1. **Analyze Account State**:
- Exposure: 2.892% (effectively flat/very small long).
- Position Direction: 1.0 (Long).
- Unrealized PnL: 0.019% (neutral).
- Leverage: 3.0.
2. **Analyze Market Data (1H Timeframe)**:
- The 1H data shows a strong bullish trend over the last 24 periods.
- Prices ... | 2 | 0.00253 |
2021-05-05T13:00:00 | You are a trading agent for BTC/USD on the 1Hour timeframe.
At each step you receive account state and market data.
Available actions (target exposure levels):
Action 0 → target -100% (short)
Action 1 → target 0% (flat/no position)
Action 2 → target +100% (long)
- Think step-by-step inside <think></think>.
- Ou... | Current account state:
exposure_pct: 2.9769
position_direction: -1.0
unrealized_pnlpct: 0.0019
holding_time: 0.0
leverage: 3.0
distance_to_liquidation: 0.3319
---
5M(12) ref:57500
O,H,L,C,V
+200,+224,-70,-19,1463
-16,+132,-160,-38,1826
-38,+107,-39,+16,1259
+16,+22,-239,-90,1629
-90,+78,-96,-18,1048
-19,+9... | <think>
1. **Analyze Account State**:
* Current exposure: ~3% (Short position, since direction is -1.0).
* Unrealized PnL: Slightly positive (0.0019%).
* The position is very small (nearly flat).
2. **Analyze 1H Market Data (Trend)**:
* The 1H chart shows a significant downtrend from the star... | 0 | 0.003641 |
2021-05-06T10:00:00 | You are a trading agent for BTC/USD on the 1Hour timeframe.
At each step you receive account state and market data.
Available actions (target exposure levels):
Action 0 → target -100% (short)
Action 1 → target 0% (flat/no position)
Action 2 → target +100% (long)
- Think step-by-step inside <think></think>.
- Ou... | Current account state:
exposure_pct: 3.0129
position_direction: -1.0
unrealized_pnlpct: -0.0011
holding_time: 0.0
leverage: 3.0
distance_to_liquidation: 0.3279
---
5M(12) ref:56600
O,H,L,C,V
+60,+84,-31,+36,930
+36,+59,-77,-24,699
-23,+73,-88,-75,492
-75,-54,-136,-128,510
-128,-80,-176,-134,548
-130,-100,-... | <think>
The user provided account state and market data for BTC/USD.
Current account state:
- Exposure: ~3% (Short position)
- Direction: -1.0 (Short)
- Unrealized PnL: -0.0011% (Essentially flat)
Market Data Analysis:
1H Timeframe:
The price action shows a strong downward trend over the last 24 hours.
- Starting from... | 0 | -0.053804 |
2021-05-07T07:00:00 | You are a trading agent for BTC/USD on the 1Hour timeframe.
At each step you receive account state and market data.
Available actions (target exposure levels):
Action 0 → target -100% (short)
Action 1 → target 0% (flat/no position)
Action 2 → target +100% (long)
- Think step-by-step inside <think></think>.
- Ou... | Current account state:
exposure_pct: 2.9005
position_direction: 1.0
unrealized_pnlpct: 0.0174
holding_time: 2.0
leverage: 3.0
distance_to_liquidation: 0.3408
---
5M(12) ref:57700
O,H,L,C,V
+126,+138,-40,+14,700
+14,+101,+0,+101,341
+102,+245,+63,+242,775
+242,+307,+220,+227,993
+227,+452,+200,+405,1216
+40... | <think>
1. **Analyze the 1H Data**:
* The 1H candles show a strong overall uptrend.
* The most recent candle (last entry) is extremely bullish: Open 2200, High 3170, Low 2200, Close 2658.
* Volume is significantly higher (29279) than previous candles, indicating strong momentum.
* The price has... | 2 | -0.00422 |
2021-05-01T05:00:00 | You are a trading agent for BTC/USD on the 1Hour timeframe.
At each step you receive account state and market data.
Available actions (target exposure levels):
Action 0 → target -100% (short)
Action 1 → target 0% (flat/no position)
Action 2 → target +100% (long)
- Think step-by-step inside <think></think>.
- Ou... | Current account state:
exposure_pct: 2.8907
position_direction: -1.0
unrealized_pnlpct: 0.0094
holding_time: 4.0
leverage: 3.0
distance_to_liquidation: 0.3419
---
5M(12) ref:56900
O,H,L,C,V
-48,+8,-83,+3,384
+3,+3,-75,-35,250
-35,-33,-228,-91,784
-91,+188,-91,+171,1193
+171,+289,+59,+145,1211
+145,+158,+5,... | <think>
1. **Analyze the 1H Market Data:**
* The closing prices for the last few 1H candles are: -1290, -843, -847, -861 (relative to 57800).
* The trend is strongly bearish. The price has dropped significantly and is consistently making lower highs and lower lows.
* The most recent candle closed at ... | 0 | 0.012943 |
2021-05-02T02:00:00 | You are a trading agent for BTC/USD on the 1Hour timeframe.
At each step you receive account state and market data.
Available actions (target exposure levels):
Action 0 → target -100% (short)
Action 1 → target 0% (flat/no position)
Action 2 → target +100% (long)
- Think step-by-step inside <think></think>.
- Ou... | Current account state:
exposure_pct: 3.0099
position_direction: 1.0
unrealized_pnlpct: -0.0016
holding_time: 1.0
leverage: 3.0
distance_to_liquidation: 0.3282
---
5M(12) ref:58000
O,H,L,C,V
+41,+111,-85,-41,1223
-41,+100,-60,-8,1391
-8,+122,-50,+92,929
+92,+189,+92,+142,915
+142,+250,+120,+210,691
+210,+21... | <think>
1. **Analyze Account State:**
* `exposure_pct`: 3.0099 (essentially flat/very small long)
* `position_direction`: 1.0 (Long)
* `unrealized_pnlpct`: -0.0016 (negligible)
* `leverage`: 3.0
2. **Analyze 1H Market Data (Reference 57,000):**
* The recent trend shows a significant rec... | 2 | -0.006527 |
2021-05-02T23:00:00 | You are a trading agent for BTC/USD on the 1Hour timeframe.
At each step you receive account state and market data.
Available actions (target exposure levels):
Action 0 → target -100% (short)
Action 1 → target 0% (flat/no position)
Action 2 → target +100% (long)
- Think step-by-step inside <think></think>.
- Ou... | Current account state:
exposure_pct: 2.6383
position_direction: -1.0
unrealized_pnlpct: 0.0331
holding_time: 0.0
leverage: 3.0
distance_to_liquidation: 0.3749
---
5M(12) ref:57200
O,H,L,C,V
+77,+100,-56,-26,978
-27,+65,-35,+10,363
+10,+10,-192,-171,1015
-171,-82,-267,-126,925
-126,+0,-180,-11,701
-11,+296,... | <think>
1. **Analyze Account State**:
* Current exposure: 2.6383% (negligible, essentially flat).
* Current direction: -1.0 (Short), but the exposure is very low.
* Pnl: Slightly positive (0.0331%).
2. **Analyze 1H Market Data (Ref: 58100)**:
* The recent trend is overwhelmingly bearish.
... | 0 | -0.019405 |
2021-05-03T20:00:00 | You are a trading agent for BTC/USD on the 1Hour timeframe.
At each step you receive account state and market data.
Available actions (target exposure levels):
Action 0 → target -100% (short)
Action 1 → target 0% (flat/no position)
Action 2 → target +100% (long)
- Think step-by-step inside <think></think>.
- Ou... | Current account state:
exposure_pct: 2.9204
position_direction: -1.0
unrealized_pnlpct: 0.0068
holding_time: 0.0
leverage: 3.0
distance_to_liquidation: 0.3384
---
5M(12) ref:54600
O,H,L,C,V
+43,+99,-118,-48,520
-48,+134,-52,+64,623
+64,+119,-50,-33,552
-33,-26,-429,-383,917
-383,-259,-583,-547,1441
-547,-4... | <think>
- Current Exposure: Short position (position_direction: -1.0).
- 1H Timeframe Analysis: The price has been in a significant downward trend over the last 24 bars. The closing prices have moved from roughly -1578 to -2896 relative to the reference.
- Recent 1H candles show a series of lower lows and lower highs, ... | 0 | 0.014588 |
2021-05-04T17:00:00 | You are a trading agent for BTC/USD on the 1Hour timeframe.
At each step you receive account state and market data.
Available actions (target exposure levels):
Action 0 → target -100% (short)
Action 1 → target 0% (flat/no position)
Action 2 → target +100% (long)
- Think step-by-step inside <think></think>.
- Ou... | Current account state:
exposure_pct: 2.8872
position_direction: 1.0
unrealized_pnlpct: 0.0199
holding_time: 4.0
leverage: 3.0
distance_to_liquidation: 0.3424
---
5M(12) ref:57500
O,H,L,C,V
-135,+0,-168,+0,662
+0,+113,-43,-23,996
-23,+41,-94,-13,605
-13,+222,-22,+119,1225
+116,+240,+67,+87,794
+86,+218,+0,+... | <think>
- Current exposure is slightly positive (~2.88%), essentially flat.
- 1H timeframe shows a strong bullish trend over the last 10-15 candles, with prices moving from around -1337 to +2793 relative to the reference.
- The most recent 1H candle closed at +2793, showing continued strength despite some volatility.
-... | 2 | -0.007558 |
2021-05-05T14:00:00 | You are a trading agent for BTC/USD on the 1Hour timeframe.
At each step you receive account state and market data.
Available actions (target exposure levels):
Action 0 → target -100% (short)
Action 1 → target 0% (flat/no position)
Action 2 → target +100% (long)
- Think step-by-step inside <think></think>.
- Ou... | Current account state:
exposure_pct: 2.9624
position_direction: -1.0
unrealized_pnlpct: 0.0032
holding_time: 1.0
leverage: 3.0
distance_to_liquidation: 0.3335
---
5M(12) ref:57100
O,H,L,C,V
+193,+257,+27,+27,855
+27,+102,-178,+62,2649
+62,+241,+20,+120,1998
+120,+190,+50,+159,825
+159,+282,+112,+246,753
+2... | <think>
- Current position: Short (exposure_pct: 2.9624, direction: -1.0).
- Short-term trend (5M): The most recent candle closed at +31, but the previous few candles showed significant volatility with a general upward drift before the last drop.
- Medium-term trend (1H): The last few candles are consistently negative ... | 0 | 0.019458 |
2021-05-06T11:00:00 | You are a trading agent for BTC/USD on the 1Hour timeframe.
At each step you receive account state and market data.
Available actions (target exposure levels):
Action 0 → target -100% (short)
Action 1 → target 0% (flat/no position)
Action 2 → target +100% (long)
- Think step-by-step inside <think></think>.
- Ou... | Current account state:
exposure_pct: 3.2347
position_direction: -1.0
unrealized_pnlpct: -0.0185
holding_time: 1.0
leverage: 3.0
distance_to_liquidation: 0.3052
---
5M(12) ref:56500
O,H,L,C,V
-88,+20,-98,-30,542
-30,-4,-182,-132,838
-132,-77,-238,-139,759
-139,+72,-144,-50,596
-53,+224,-53,+172,822
+172,+33... | <think>
- Current position: Short (exposure_pct: 3.2347, position_direction: -1.0).
- Market Data (1H): The price has been in a strong downward trend for over 20 candles, reaching lows around -2100 relative to the reference (57400). However, the most recent candle shows a significant reversal: Open -889, High +219, Low... | 1 | 0 |
2021-05-07T08:00:00 | You are a trading agent for BTC/USD on the 1Hour timeframe.
At each step you receive account state and market data.
Available actions (target exposure levels):
Action 0 → target -100% (short)
Action 1 → target 0% (flat/no position)
Action 2 → target +100% (long)
- Think step-by-step inside <think></think>.
- Ou... | Current account state:
exposure_pct: 2.9086
position_direction: 1.0
unrealized_pnlpct: 0.016
holding_time: 3.0
leverage: 3.0
distance_to_liquidation: 0.3399
---
5M(12) ref:58900
O,H,L,C,V
+66,+128,-90,-1,2007
-1,+237,-147,+156,2607
+156,+528,+130,+511,4577
+511,+570,+320,+373,2340
+373,+447,+170,+326,2341
... | <think>
* Account State: Currently long (exposure_pct: 2.9086, position_direction: 1.0). Unrealized PnL is slightly positive (+0.016%).
* 1H Timeframe Analysis:
* The price has been in a strong uptrend over the last 24 bars.
* Recent closes: 1363 $\rightarrow$ 2000 $\rightarrow$ 2458 $\rightarrow$ 2372.... | 2 | -0.01359 |
2021-05-01T06:00:00 | You are a trading agent for BTC/USD on the 1Hour timeframe.
At each step you receive account state and market data.
Available actions (target exposure levels):
Action 0 → target -100% (short)
Action 1 → target 0% (flat/no position)
Action 2 → target +100% (long)
- Think step-by-step inside <think></think>.
- Ou... | Current account state:
exposure_pct: 2.8407
position_direction: -1.0
unrealized_pnlpct: 0.0138
holding_time: 5.0
leverage: 3.0
distance_to_liquidation: 0.348
---
5M(12) ref:57100
O,H,L,C,V
-23,-1,-61,-32,227
-32,-32,-131,-120,380
-120,-38,-120,-73,309
-73,-73,-215,-205,524
-204,-150,-227,-166,431
-166,-113... | <think>
The current account is short (position_direction: -1.0) with a small positive unrealized PnL.
Looking at the 1H timeframe data:
The most recent candles show a strong downward trend.
- Candle 20: -990
- Candle 21: -543
- Candle 22: -547
- Candle 23: -561
- Candle 24 (Latest): -818
The price has dropped signifi... | 0 | 0.004946 |
2021-05-02T03:00:00 | You are a trading agent for BTC/USD on the 1Hour timeframe.
At each step you receive account state and market data.
Available actions (target exposure levels):
Action 0 → target -100% (short)
Action 1 → target 0% (flat/no position)
Action 2 → target +100% (long)
- Think step-by-step inside <think></think>.
- Ou... | Current account state:
exposure_pct: 3.0231
position_direction: 1.0
unrealized_pnlpct: -0.0038
holding_time: 2.0
leverage: 3.0
distance_to_liquidation: 0.3268
---
5M(12) ref:58100
O,H,L,C,V
+54,+54,-22,+0,469
+0,+99,-3,+37,520
+38,+220,+8,+138,996
+140,+144,-20,-12,757
-12,+20,-99,-77,706
-77,+48,-77,+20,5... | <think>
1. **Analyze Account State:**
- Exposure: ~3% (Long)
- Unrealized PnL: Slightly negative (-0.0038%)
- Leverage: 3.0
- Distance to liquidation: 0.3268 (Safe)
2. **Analyze 1H Market Data (Reference 57,000):**
- Recent trend: The price had a massive surge from -370 to +1129 (Ref 57,000), the... | 2 | 0.00513 |
2021-05-03T00:00:00 | You are a trading agent for BTC/USD on the 1Hour timeframe.
At each step you receive account state and market data.
Available actions (target exposure levels):
Action 0 → target -100% (short)
Action 1 → target 0% (flat/no position)
Action 2 → target +100% (long)
- Think step-by-step inside <think></think>.
- Ou... | Current account state:
exposure_pct: 2.7096
position_direction: -1.0
unrealized_pnlpct: 0.0261
holding_time: 1.0
leverage: 3.0
distance_to_liquidation: 0.365
---
5M(12) ref:56700
O,H,L,C,V
+295,+300,-58,-4,2700
-4,+57,-141,-89,2329
-89,+197,-97,+149,1210
+149,+197,+74,+122,777
+122,+188,-180,-101,1275
-101... | <think>
* Current Position: Short (exposure_pct: 2.7096, direction: -1.0).
* 1H Timeframe Analysis:
* The price has been in a strong downward trend for the last several bars.
* Recent 1H closes: -1238, -956, -781, -885, -2781, -2378.
* The most recent 1H candle shows a massive drop (-2781 close re... | 0 | -0.000438 |
2021-05-03T21:00:00 | You are a trading agent for BTC/USD on the 1Hour timeframe.
At each step you receive account state and market data.
Available actions (target exposure levels):
Action 0 → target -100% (short)
Action 1 → target 0% (flat/no position)
Action 2 → target +100% (long)
- Think step-by-step inside <think></think>.
- Ou... | Current account state:
exposure_pct: 2.8637
position_direction: -1.0
unrealized_pnlpct: 0.0118
holding_time: 1.0
leverage: 3.0
distance_to_liquidation: 0.3452
---
5M(12) ref:54600
O,H,L,C,V
-104,+18,-113,-17,789
-13,+130,-21,+102,472
+102,+102,-8,+55,382
+51,+69,-59,-19,303
-19,+59,-30,+40,264
+40,+75,-100... | <think>
1. **Analyze the 1H timeframe:** The price trend is overwhelmingly bearish. Looking at the last 24 candles, there is a consistent series of negative closes and lower lows. The most recent candle closed at -3070 relative to the reference, continuing the downward trajectory.
2. **Analyze the 5M timeframe:** The... | 0 | 0.044834 |
2021-05-04T18:00:00 | You are a trading agent for BTC/USD on the 1Hour timeframe.
At each step you receive account state and market data.
Available actions (target exposure levels):
Action 0 → target -100% (short)
Action 1 → target 0% (flat/no position)
Action 2 → target +100% (long)
- Think step-by-step inside <think></think>.
- Ou... | Current account state:
exposure_pct: 2.9015
position_direction: 1.0
unrealized_pnlpct: 0.0173
holding_time: 5.0
leverage: 3.0
distance_to_liquidation: 0.3407
---
5M(12) ref:57500
O,H,L,C,V
-35,+78,-56,+9,614
+9,+9,-95,-16,432
-18,+0,-157,-139,571
-139,-49,-180,-145,396
-145,-1,-151,-92,471
-92,-22,-176,-17... | <think>
The current account has a small long exposure (2.9%).
Looking at the 1H timeframe data:
The price has been in a strong uptrend recently, reaching highs around +2796 (relative to ref 54800) and then consolidating/slightly pulling back.
The last few candles are:
- +2659
- +2543
- +2593
- +2443
The trend is moving... | 1 | 0 |
2021-05-05T15:00:00 | You are a trading agent for BTC/USD on the 1Hour timeframe.
At each step you receive account state and market data.
Available actions (target exposure levels):
Action 0 → target -100% (short)
Action 1 → target 0% (flat/no position)
Action 2 → target +100% (long)
- Think step-by-step inside <think></think>.
- Ou... | Current account state:
exposure_pct: 2.8861
position_direction: -1.0
unrealized_pnlpct: 0.0098
holding_time: 2.0
leverage: 3.0
distance_to_liquidation: 0.3425
---
5M(12) ref:57100
O,H,L,C,V
+31,+60,-150,-31,1272
-38,+86,-138,+37,841
+37,+89,-77,+41,632
+41,+107,-32,-26,613
-26,+87,-98,-4,689
-4,+122,-7,+82... | <think>
* Current Exposure: Short (position_direction: -1.0, exposure_pct: 2.8861%).
* Current PnL: Slightly positive (unrealized_pnlpct: 0.0098).
* 1H Timeframe Analysis:
* The price action has been very volatile.
* Recent 1H candles: The last candle closed at -506 (relative to ref 57300), showing a ... | 0 | -0.003954 |
2021-05-06T12:00:00 | You are a trading agent for BTC/USD on the 1Hour timeframe.
At each step you receive account state and market data.
Available actions (target exposure levels):
Action 0 → target -100% (short)
Action 1 → target 0% (flat/no position)
Action 2 → target +100% (long)
- Think step-by-step inside <think></think>.
- Ou... | Current account state:
exposure_pct: 0.0
position_direction: 0.0
unrealized_pnlpct: 0.0
holding_time: 0.0
leverage: 3.0
distance_to_liquidation: 1.0
---
5M(12) ref:56400
O,H,L,C,V
+216,+275,-24,+0,922
+0,+135,-49,+85,618
+85,+211,+68,+127,468
+127,+127,-130,-54,1022
-54,+147,-54,+103,702
+103,+585,+103,+55... | <think>
The 1H timeframe shows a prolonged downtrend with a series of lower lows and lower highs, reaching a bottom around -1900. However, the most recent bars show a slight recovery attempt (+293, then -150). The 5M timeframe shows a very strong bullish momentum, with a significant price surge from around +103 to +980... | 2 | 0.006096 |
2021-05-07T09:00:00 | You are a trading agent for BTC/USD on the 1Hour timeframe.
At each step you receive account state and market data.
Available actions (target exposure levels):
Action 0 → target -100% (short)
Action 1 → target 0% (flat/no position)
Action 2 → target +100% (long)
- Think step-by-step inside <think></think>.
- Ou... | Current account state:
exposure_pct: 2.9347
position_direction: 1.0
unrealized_pnlpct: 0.0113
holding_time: 4.0
leverage: 3.0
distance_to_liquidation: 0.3368
---
5M(12) ref:58800
O,H,L,C,V
+86,+132,-23,+50,1303
+50,+52,-77,-58,789
-58,+161,-58,+113,1431
+113,+175,+51,+175,709
+175,+465,+169,+356,2503
+356,... | <think>
* Current position: Long (exposure_pct: 2.9347, position_direction: 1.0).
* 1H Data Analysis:
* Recent candles show a strong upward trend (C: 2000 -> 2458 -> 2372 -> 2099).
* The most recent candle (last 1H) closed at 2099, down from 2372, indicating a pullback/correction after a peak of 2449.
... | 2 | -0.000307 |
2021-05-01T07:00:00 | You are a trading agent for BTC/USD on the 1Hour timeframe.
At each step you receive account state and market data.
Available actions (target exposure levels):
Action 0 → target -100% (short)
Action 1 → target 0% (flat/no position)
Action 2 → target +100% (long)
- Think step-by-step inside <think></think>.
- Ou... | Current account state:
exposure_pct: 2.8218
position_direction: -1.0
unrealized_pnlpct: 0.0155
holding_time: 6.0
leverage: 3.0
distance_to_liquidation: 0.3503
---
5M(12) ref:57000
O,H,L,C,V
-110,+45,-127,-1,618
-1,+4,-115,-115,350
-115,-111,-290,-270,1105
-273,-158,-342,-299,981
-299,-226,-456,-378,1151
-3... | <think>
1. **Analyze the 1H Market Data:**
* The most recent 1H candles show a strong downward trend.
* Closing values for the last few hours: -643, -647, -661, -918, -1017.
* There is a clear sequence of lower highs and lower lows, indicating strong bearish momentum.
2. **Analyze the 5M Market Dat... | 0 | 0.003068 |
2021-05-02T04:00:00 | You are a trading agent for BTC/USD on the 1Hour timeframe.
At each step you receive account state and market data.
Available actions (target exposure levels):
Action 0 → target -100% (short)
Action 1 → target 0% (flat/no position)
Action 2 → target +100% (long)
- Think step-by-step inside <think></think>.
- Ou... | Current account state:
exposure_pct: 3.0127
position_direction: 1.0
unrealized_pnlpct: -0.0021
holding_time: 3.0
leverage: 3.0
distance_to_liquidation: 0.3279
---
5M(12) ref:58100
O,H,L,C,V
-39,-14,-109,-45,483
-45,+16,-53,-23,406
-23,-23,-138,-69,443
-68,-24,-81,-57,302
-57,-37,-148,-140,416
-138,-46,-138... | <think>
1. **Analyze Account State**:
- Current exposure: ~3% (Long).
- Unrealized PnL: Slightly negative (-0.0021%).
- Leverage: 3.0x.
- The position is essentially flat but slightly long.
2. **Analyze 1H Market Data**:
- Recent trend: The price has recovered significantly from a low of -472 to a recen... | 2 | 0.000382 |
2021-05-03T01:00:00 | You are a trading agent for BTC/USD on the 1Hour timeframe.
At each step you receive account state and market data.
Available actions (target exposure levels):
Action 0 → target -100% (short)
Action 1 → target 0% (flat/no position)
Action 2 → target +100% (long)
- Think step-by-step inside <think></think>.
- Ou... | Current account state:
exposure_pct: 2.7112
position_direction: -1.0
unrealized_pnlpct: 0.0259
holding_time: 2.0
leverage: 3.0
distance_to_liquidation: 0.3647
---
5M(12) ref:55400
O,H,L,C,V
+67,+79,-274,-9,3487
-9,+78,-100,+67,1844
+67,+367,+28,+353,2443
+352,+381,+125,+262,1905
+262,+262,-67,+157,1787
+15... | <think>
The user wants a trading action for BTC/USD on a 1Hour timeframe.
1. **Analyze Account State:**
* Current exposure: 2.7112% (negligible, though direction is marked as -1.0, suggesting a small short position).
* Unrealized PnL: Slightly positive (0.0259%).
* Liquidation distance: 0.3647 (safe... | 0 | 0.010237 |
2021-05-03T22:00:00 | You are a trading agent for BTC/USD on the 1Hour timeframe.
At each step you receive account state and market data.
Available actions (target exposure levels):
Action 0 → target -100% (short)
Action 1 → target 0% (flat/no position)
Action 2 → target +100% (long)
- Think step-by-step inside <think></think>.
- Ou... | Current account state:
exposure_pct: 2.6943
position_direction: -1.0
unrealized_pnlpct: 0.0276
holding_time: 2.0
leverage: 3.0
distance_to_liquidation: 0.367
---
5M(12) ref:54200
O,H,L,C,V
+70,+178,-40,-27,686
-25,+47,-194,-88,927
-88,-15,-199,-191,660
-191,-41,-198,-127,511
-127,-42,-178,-167,441
-167,-16... | <think>
1. **Analyze Account State**:
* Current exposure: 2.6943% (essentially flat, but direction is listed as -1.0, indicating a tiny short or remnant position).
* Unrealized PnL: +0.0276%.
* Leverage: 3.0.
2. **Analyze 1H Market Data (Reference 55300)**:
* The price action shows a massive ... | 0 | -0.070008 |
2021-05-04T19:00:00 | You are a trading agent for BTC/USD on the 1Hour timeframe.
At each step you receive account state and market data.
Available actions (target exposure levels):
Action 0 → target -100% (short)
Action 1 → target 0% (flat/no position)
Action 2 → target +100% (long)
- Think step-by-step inside <think></think>.
- Ou... | Current account state:
exposure_pct: 0.0
position_direction: 0.0
unrealized_pnlpct: 0.0
holding_time: 0.0
leverage: 3.0
distance_to_liquidation: 1.0
---
5M(12) ref:57300
O,H,L,C,V
+75,+149,+33,+39,478
+37,+200,+32,+197,537
+197,+200,+111,+198,465
+198,+291,+183,+211,580
+211,+211,+69,+79,587
+79,+131,-88,-... | <think>
The current account is flat (exposure_pct: 0.0).
Looking at the 1H timeframe data:
- Prices have been trending upwards significantly over the last several periods, moving from around +4 to +3196 relative to the reference.
- The most recent 1H candle closed at +2541, which is a drop from the previous close of +2... | 0 | 0.002741 |
2021-05-05T16:00:00 | You are a trading agent for BTC/USD on the 1Hour timeframe.
At each step you receive account state and market data.
Available actions (target exposure levels):
Action 0 → target -100% (short)
Action 1 → target 0% (flat/no position)
Action 2 → target +100% (long)
- Think step-by-step inside <think></think>.
- Ou... | Current account state:
exposure_pct: 2.9015
position_direction: -1.0
unrealized_pnlpct: 0.0084
holding_time: 3.0
leverage: 3.0
distance_to_liquidation: 0.3406
---
5M(12) ref:57000
O,H,L,C,V
+273,+322,-75,+3,1744
+0,+239,-8,+232,984
+230,+255,+71,+255,534
+255,+555,+255,+555,1738
+555,+565,+323,+355,1605
+3... | <think>
The current account state shows a short position (position_direction: -1.0) with a very small unrealized PnL.
Looking at the 1H (1-hour) price action:
The recent trend has been overwhelmingly bearish. The last few candles are:
- -156 (C)
- -227 (C)
- -606 (C)
- -528 (C)
The price is consistently making lower l... | 0 | 0.050348 |
2021-05-06T13:00:00 | You are a trading agent for BTC/USD on the 1Hour timeframe.
At each step you receive account state and market data.
Available actions (target exposure levels):
Action 0 → target -100% (short)
Action 1 → target 0% (flat/no position)
Action 2 → target +100% (long)
- Think step-by-step inside <think></think>.
- Ou... | Current account state:
exposure_pct: 2.9878
position_direction: 1.0
unrealized_pnlpct: 0.002
holding_time: 0.0
leverage: 3.0
distance_to_liquidation: 0.3307
---
5M(12) ref:57300
O,H,L,C,V
+80,+100,+0,+8,1481
+8,+98,+8,+40,564
+40,+60,-92,+1,1608
+1,+20,-150,-42,1313
-42,+0,-133,-100,484
-100,-61,-270,-165,... | <think>
The 1H data shows a strong downtrend over the last 24 candles. While there was a brief recovery in the last few candles (reaching +293), the most recent candle closed lower (-33) and the overall trend remains bearish.
Looking at the 5M data, the price is consistently making lower lows and lower highs, continuin... | 0 | -0.020759 |
2021-05-07T10:00:00 | You are a trading agent for BTC/USD on the 1Hour timeframe.
At each step you receive account state and market data.
Available actions (target exposure levels):
Action 0 → target -100% (short)
Action 1 → target 0% (flat/no position)
Action 2 → target +100% (long)
- Think step-by-step inside <think></think>.
- Ou... | Current account state:
exposure_pct: 2.9353
position_direction: 1.0
unrealized_pnlpct: 0.0111
holding_time: 5.0
leverage: 3.0
distance_to_liquidation: 0.3367
---
5M(12) ref:58800
O,H,L,C,V
-8,+37,-38,+12,436
+12,+68,-135,-79,993
-79,+28,-108,-4,582
-4,+0,-112,-3,625
-3,+71,-26,+55,532
+55,+149,-69,-65,853
... | <think>
The current account state shows a long position (exposure_pct: 2.9353, position_direction: 1.0) with a small unrealized profit.
Analyzing the 1H timeframe:
- The trend has been strongly bullish over the last 24 hours, moving from around -7 (relative to 57500) to +1093.
- The last few candles show significant s... | 2 | 0.015259 |
2021-05-01T08:00:00 | You are a trading agent for BTC/USD on the 1Hour timeframe.
At each step you receive account state and market data.
Available actions (target exposure levels):
Action 0 → target -100% (short)
Action 1 → target 0% (flat/no position)
Action 2 → target +100% (long)
- Think step-by-step inside <think></think>.
- Ou... | Current account state:
exposure_pct: 2.8101
position_direction: -1.0
unrealized_pnlpct: 0.0166
holding_time: 7.0
leverage: 3.0
distance_to_liquidation: 0.3518
---
5M(12) ref:56600
O,H,L,C,V
+179,+179,-37,-16,716
-16,-1,-223,-135,1569
-133,-13,-300,-150,1770
-153,-81,-243,-219,714
-219,-90,-298,-251,994
-25... | <think>
1. **Analyze Account State**:
- Exposure: 2.81% (nearly flat, but technically short as position_direction is -1.0).
- Unrealized PnL: Slightly positive (0.0166%).
- Leverage: 3.0.
- Distance to liquidation: 0.3518.
2. **Analyze 1H Market Data**:
- The recent trend is strongly bearish.
-... | 0 | -0.018616 |
2021-05-02T05:00:00 | You are a trading agent for BTC/USD on the 1Hour timeframe.
At each step you receive account state and market data.
Available actions (target exposure levels):
Action 0 → target -100% (short)
Action 1 → target 0% (flat/no position)
Action 2 → target +100% (long)
- Think step-by-step inside <think></think>.
- Ou... | Current account state:
exposure_pct: 3.0119
position_direction: 1.0
unrealized_pnlpct: -0.002
holding_time: 4.0
leverage: 3.0
distance_to_liquidation: 0.328
---
5M(12) ref:58000
O,H,L,C,V
-90,+49,-117,+38,580
+38,+49,-49,-32,456
-32,-11,-93,-32,344
-32,+77,-42,-13,456
-13,-8,-65,-38,354
-38,-33,-86,-38,456... | <think>
* Analysis of 1H data:
* The price has shown a strong upward trend over the last 24 hours, moving from around -179 to +1285 relative to the reference (56700).
* The most recent 1H candles (+1179, +1278, +1285) indicate a consolidation phase at a high level, but the trend remains bullish.
* T... | 2 | 0.043726 |
End of preview. Expand in Data Studio
BTC Reasoning Traces: Gemma 4 31B (May 2021 - May 2022)
LLM reasoning traces for BTC/USD hourly trading decisions, generated by nvidia/Gemma-4-31B-IT-NVFP4 running locally on a DGX Spark via vLLM. Each row is one hourly trading decision with full chain-of-thought reasoning.
Generation
| Field | Value |
|---|---|
| Teacher model | nvidia/Gemma-4-31B-IT-NVFP4 (30.7B params, NVFP4 quantized) |
| Inference engine | vLLM 0.19.1 on DGX Spark (128GB unified memory, GB10) |
| Temperature | 0.6 |
| Prompt format | Compact (delta-encoded OHLCV, ~400 tokens/prompt) |
| Batch size | 64 parallel episodes |
| Throughput | ~370-390 tok/s |
| Total traces | 8,928 |
| Valid action rate | 100.0% |
Data coverage
8,928 hourly trading decisions covering ~1 year of BTC/USD perpetual futures:
| Period | Date range (UTC) |
|---|---|
| Start | 2021-05-01T00:00:00 |
| End | 2022-05-07T23:00:00 |
Source data: Torch-Trade/btcusdt_perp_1m_05_2021_to_02_2026
Environment configuration
| Parameter | Value |
|---|---|
| Symbol | BTC/USD |
| Execution timeframe | 1Hour (decisions every hour) |
| Action space | [-1, 0, 1] (short / flat / long) |
| Leverage | 3x |
| Initial cash | $10,000 |
| Observation | 12-bar 5min + 24-bar 1hour OHLCV (compact delta-encoded) |
Action distribution
| Action | Count | Pct |
|---|---|---|
| 0 (short) | 4,592 | 51.4% |
| 1 (flat) | 1,080 | 12.1% |
| 2 (long) | 3,256 | 36.5% |
Columns
| Column | Type | Description |
|---|---|---|
timestamp |
string | ISO timestamp of the trading decision |
system_prompt |
string | System instructions for the trading agent |
user_prompt |
string | Compact delta-encoded OHLCV data + account state |
response |
string | Full <think>reasoning</think><answer>N</answer> output |
action |
int | Extracted action (0=short, 1=flat, 2=long) |
reward |
float | Reward received after taking the action |
Usage
from datasets import load_dataset
ds = load_dataset("Torch-Trade/btc-reasoning-traces-05_2021-05_2022-gemma4-31B")
# Browse a reasoning trace
row = ds["train"][42]
print(row["response"])
# For SFT training: build messages
def to_messages(row):
return {"messages": [
{"role": "system", "content": row["system_prompt"]},
{"role": "user", "content": row["user_prompt"]},
{"role": "assistant", "content": row["response"]},
]}
sft_ds = ds["train"].map(to_messages)
Generated by
TorchTrade using generate_traces_local.py with batched vLLM inference on DGX Spark.
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