From 66a2c413384c19be463c759497722672978a5426 Mon Sep 17 00:00:00 2001 From: Dobromir Popov Date: Mon, 10 Mar 2025 12:27:47 +0200 Subject: [PATCH] FIRST WORKING CASE --- .gitignore | 2 + crypto/gogo2/main.py | 193 +- ...s.out.tfevents.1741602105.GW-DOBRI.27544.0 | Bin 0 -> 375601 bytes ...s.out.tfevents.1741596450.GW-DOBRI.46872.0 | Bin 88 -> 0 bytes ...s.out.tfevents.1741596799.GW-DOBRI.38248.0 | Bin 88 -> 0 bytes ...s.out.tfevents.1741598305.GW-DOBRI.61848.0 | Bin 52649 -> 0 bytes crypto/gogo2/trading_bot.log | 25583 ++++++++++++++++ crypto/gogo2/training_results.png | Bin 0 -> 61691 bytes crypto/gogo2/training_stats.csv | 1 + 9 files changed, 25729 insertions(+), 50 deletions(-) create mode 100644 crypto/gogo2/runs/Mar10_12-21-45_GW-DOBRI/events.out.tfevents.1741602105.GW-DOBRI.27544.0 delete mode 100644 crypto/gogo2/runs/trading_agent/events.out.tfevents.1741596450.GW-DOBRI.46872.0 delete mode 100644 crypto/gogo2/runs/trading_agent/events.out.tfevents.1741596799.GW-DOBRI.38248.0 delete mode 100644 crypto/gogo2/runs/trading_agent/events.out.tfevents.1741598305.GW-DOBRI.61848.0 create mode 100644 crypto/gogo2/training_results.png create mode 100644 crypto/gogo2/training_stats.csv diff --git a/.gitignore b/.gitignore index 9210501..07b353e 100644 --- a/.gitignore +++ b/.gitignore @@ -33,3 +33,5 @@ crypto/brian/models/best/* crypto/brian/models/last/* crypto/brian/live_chart.html crypto/gogo2/models/* +crypto/gogo2/trading_bot.log +*.log diff --git a/crypto/gogo2/main.py b/crypto/gogo2/main.py index 1f8093c..d149888 100644 --- a/crypto/gogo2/main.py +++ b/crypto/gogo2/main.py @@ -21,6 +21,7 @@ import torch.cuda.amp as amp # Add this import at the top from sklearn.preprocessing import MinMaxScaler import copy import argparse +import traceback # Configure logging logging.basicConfig( @@ -428,30 +429,26 @@ class TradingEnvironment: return False def step(self, action): - """Take an action in the environment""" - # Store previous balance for reward calculation - prev_balance = self.balance + """Take an action in the environment and return the next state, reward, and done flag""" + # Store current price before taking action + self.current_price = self.data[self.current_step]['close'] - # Update current price - if self.current_step < len(self.data) - 1: - self.current_step += 1 - self.current_price = self.data[self.current_step]['close'] - else: - # End of data - return self.get_state(), 0, True - - # Check for stop loss or take profit - self._check_sl_tp() - - # Calculate reward based on action + # Process action (0: HOLD, 1: BUY/LONG, 2: SELL/SHORT, 3: CLOSE) reward = self.calculate_reward(action) - # Check if we've reached the end of the data + # Check for stop loss / take profit hits + self.check_sl_tp() + + # Move to next step + self.current_step += 1 done = self.current_step >= len(self.data) - 1 - return self.get_state(), reward, done + # Get new state + next_state = self.get_state() + + return next_state, reward, done - def _check_sl_tp(self): + def check_sl_tp(self): """Check if stop loss or take profit has been hit""" if self.position == 'flat': return @@ -686,9 +683,6 @@ class TradingEnvironment: if hasattr(self, 'predicted_prices') and len(self.predicted_prices) > 0: # Normalize predictions relative to current price pred_norm = np.array(self.predicted_prices[:3]) / latest_price - 1.0 - # Pad if needed - if len(pred_norm) < 3: - pred_norm = np.pad(pred_norm, (0, 3 - len(pred_norm)), 'constant') state_components.append(pred_norm) else: # Add zeros if no predictions @@ -1064,6 +1058,97 @@ class TradingEnvironment: analysis[f'{direction}_win_rate'] = wins_in_direction / len(direction_trades) * 100 return analysis + + def initialize_price_predictor(self, device="cpu"): + """Initialize the price prediction model""" + self.price_predictor = PricePredictionModel(input_size=30, hidden_size=128, output_size=5) + self.price_predictor.to(device) + self.price_predictor_optimizer = optim.Adam(self.price_predictor.parameters(), lr=1e-3) + self.predicted_prices = np.array([]) + + def train_price_predictor(self): + """Train the price prediction model on recent data""" + if len(self.features['price']) < 35: + return 0.0 + + # Get price history + price_history = self.features['price'] + + # Train the model + loss = self.price_predictor.train_on_new_data( + price_history, + self.price_predictor_optimizer, + epochs=5 + ) + + return loss + + def update_price_predictions(self): + """Update price predictions""" + if len(self.features['price']) < 30: + self.predicted_prices = np.array([]) + return + + # Get price history + price_history = self.features['price'] + + # Get predictions + self.predicted_prices = self.price_predictor.predict_next_candles(price_history, num_candles=5) + + def identify_optimal_trades(self): + """Identify optimal entry and exit points based on local extrema""" + if len(self.features['price']) < 20: + return + + # Find local bottoms and tops + bottoms, tops = find_local_extrema(self.features['price'], window=5) + + # Store optimal trade points + self.optimal_bottoms = bottoms # Buy points + self.optimal_tops = tops # Sell points + + # Create optimal trade signals + self.optimal_signals = np.zeros(len(self.features['price'])) + for i in bottoms: + if 0 <= i < len(self.optimal_signals): # Ensure index is valid + self.optimal_signals[i] = 1 # Buy signal + for i in tops: + if 0 <= i < len(self.optimal_signals): # Ensure index is valid + self.optimal_signals[i] = -1 # Sell signal + + logger.info(f"Identified {len(bottoms)} optimal buy points and {len(tops)} optimal sell points") + + def calculate_position_size(self): + """Calculate position size based on current balance and risk parameters""" + # Use a fixed percentage of balance for each trade + risk_percent = 5.0 # Risk 5% of balance per trade + + # Calculate position size with leverage + position_size = self.balance * (risk_percent / 100) * MAX_LEVERAGE + + # Apply a safety factor to avoid liquidation + safety_factor = 0.8 + position_size *= safety_factor + + # Ensure minimum position size + min_position = 10.0 # Minimum position size in USD + position_size = max(position_size, min(min_position, self.balance * 0.5)) + + # Ensure position size doesn't exceed balance * leverage + max_position = self.balance * MAX_LEVERAGE + position_size = min(position_size, max_position) + + return position_size + + def calculate_fees(self, position_size): + """Calculate trading fees for a given position size""" + # Typical fee rate for crypto exchanges (0.1%) + fee_rate = 0.001 + + # Calculate fee + fee = position_size * fee_rate + + return fee # Ensure GPU usage if available def get_device(): @@ -1177,79 +1262,87 @@ class Agent: return random.randrange(self.action_size) def learn(self): - """Learn from experience replay with mixed precision""" + """Learn from a batch of experiences""" if len(self.memory) < BATCH_SIZE: return None - + try: - # Sample batch from memory + # Sample a batch of experiences experiences = self.memory.sample(BATCH_SIZE) - # Check if any experience has None values - for exp in experiences: - if exp.state is None or exp.next_state is None: - return None - - # Convert to tensors - states = torch.FloatTensor([exp.state for exp in experiences]).to(self.device) - actions = torch.LongTensor([exp.action for exp in experiences]).unsqueeze(1).to(self.device) - rewards = torch.FloatTensor([exp.reward for exp in experiences]).to(self.device) - next_states = torch.FloatTensor([exp.next_state for exp in experiences]).to(self.device) - dones = torch.FloatTensor([exp.done for exp in experiences]).to(self.device) + # Convert experiences to tensors + states = torch.FloatTensor([e.state for e in experiences]).to(self.device) + actions = torch.LongTensor([e.action for e in experiences]).to(self.device) + rewards = torch.FloatTensor([e.reward for e in experiences]).to(self.device) + next_states = torch.FloatTensor([e.next_state for e in experiences]).to(self.device) + dones = torch.FloatTensor([e.done for e in experiences]).to(self.device) # Use mixed precision for forward/backward passes if self.device.type == "cuda": with amp.autocast(): # Compute Q values - current_q_values = self.policy_net(states).gather(1, actions) + current_q_values = self.policy_net(states).gather(1, actions.unsqueeze(1)) - # Compute next state values using target network + # Compute next Q values with target network with torch.no_grad(): next_q_values = self.target_net(next_states).max(1)[0] target_q_values = rewards + (GAMMA * next_q_values * (1 - dones)) - + # Reshape target values to match current_q_values target_q_values = target_q_values.unsqueeze(1) # Compute loss loss = F.smooth_l1_loss(current_q_values, target_q_values) - - # Optimize with gradient scaling + + # Backward pass with mixed precision self.optimizer.zero_grad() self.scaler.scale(loss).backward() + + # Gradient clipping to prevent exploding gradients self.scaler.unscale_(self.optimizer) - torch.nn.utils.clip_grad_norm_(self.policy_net.parameters(), 1.0) + torch.nn.utils.clip_grad_norm_(self.policy_net.parameters(), max_norm=1.0) + self.scaler.step(self.optimizer) self.scaler.update() else: - # Standard precision training + # Standard precision for CPU # Compute Q values - current_q_values = self.policy_net(states).gather(1, actions) + current_q_values = self.policy_net(states).gather(1, actions.unsqueeze(1)) - # Compute next state values using target network + # Compute next Q values with target network with torch.no_grad(): next_q_values = self.target_net(next_states).max(1)[0] - + target_q_values = rewards + (GAMMA * next_q_values * (1 - dones)) + # Reshape target values to match current_q_values target_q_values = target_q_values.unsqueeze(1) # Compute loss loss = F.smooth_l1_loss(current_q_values, target_q_values) - # Optimize the model + # Backward pass self.optimizer.zero_grad() loss.backward() - torch.nn.utils.clip_grad_norm_(self.policy_net.parameters(), 1.0) + + # Gradient clipping to prevent exploding gradients + torch.nn.utils.clip_grad_norm_(self.policy_net.parameters(), max_norm=1.0) + self.optimizer.step() + # Update steps done + self.steps_done += 1 + + # Update target network + if self.steps_done % TARGET_UPDATE == 0: + self.target_net.load_state_dict(self.policy_net.state_dict()) + return loss.item() except Exception as e: logger.error(f"Error during learning: {e}") - import traceback - logger.error(traceback.format_exc()) + logger.error(f"Traceback: {traceback.format_exc()}") return None - + def update_target_network(self): self.target_net.load_state_dict(self.policy_net.state_dict()) diff --git a/crypto/gogo2/runs/Mar10_12-21-45_GW-DOBRI/events.out.tfevents.1741602105.GW-DOBRI.27544.0 b/crypto/gogo2/runs/Mar10_12-21-45_GW-DOBRI/events.out.tfevents.1741602105.GW-DOBRI.27544.0 new file mode 100644 index 0000000000000000000000000000000000000000..d3cbf0919441bfa1d96d493bf8ada4a0fd8fef3b GIT binary patch literal 375601 zcmaIfc|4Zgw>W+zl`@tn%3NeB6w19qQ9@`QH3%u8qIr@E6(vcMN|Gi?k`zfQsU%5~ zB&j4M2?_Z+&-(n%IqS1Nzw`Y0yww-dJ^%c>(w3tJipz+L+xx6vZ{YV|Ddf&nO#$u6 z6QxMJ_MLqgKZ(WH{uuyMYurzgc#o|i7;nwuk82NyM?SmOkodbw2QhvMi$9hm4K)Er z_mcQUufs6jmc{#SY!qa4UkV}dqoczy-j2mDcTs3SI z)kRNZ{A?DV?mQgMg&YYb@$ueq7(bWAFDe}Xf4<%7N8;z{oWuC}EPij~a5!tZ&6&jC zxOpDq7qa-8by9HFZ|7eUA7y(H;}^4d1v5Qx?ei^w#9tS`g7HgO{3Ht{7^VNdKZ)-= zb`|57v3NZj33z&c%u5oVqL6~|t}OnPcrUmXTDynDTRuv~csCYbZDa!dH~&3G;@4Q+ z#CQ)DKcIFP?3{n1mc-9~aSP);S^VcUTJWdz`CAfSu=x(guV(Q9da_XDSK>qB-$~xZ z_%$rPv_TW3eDwB_ct7`h81KX4JKaaXB!|1RNW8?S`xw8L#dn`jfVo5dOe67r6CYyy zdKN!NW(bVw+LcS<@0`lRcz+hZ&%yv4U3Y#b@#|~yF@7V9UpieFw5N;CBk?lRo?-lE z7GF{>3eBgs{37w0DbF!}D~k`A-3KnHRu_}_Q4KFJemjfz3L6G6FYqpjzqO+n<9D+7 zKdF6SMn}$JRU!OOcx!!YKTXNk7#|?az`Om@VE*m)Gy=BVe1jm61D`#=1iy^hmlF_U zQI23Q2h*Ip1P*KZz9c~Was`4Q4x~*@A?tW)3;~z=en1eyLDF)0SUhyU1Oej5KO#85 z!Tkk;KqD++Isrk`KO+d`pu|HLRC1DS2#Ee(gWwPcMa~1@b+O1M0>*@XLlDlvxh*On z_iaoA0dLak5kzpH{e1weTO;ve zfYQol1koIb?ooh+j$fY=@P1q?f*1}ITV$Xr(jteZ~|8K?~mXz2dU>I z;QY_8i3C_ImOzlif$|Jfc&e{)lK_)kDFn$Jh%MHD!tky+1Z?n;MUcWly^bn;zqL`C zfNzuJ5TtUjuSpqUIXL&& z0uoo|)e&&iZ6tym4oau%K&RT6(*!6rYa__zK*C!Ryl&~=Cg9r|T?7v~__16W!Vc#v z5b*hpK7u?BeodE!+x>Scw#gxB-UmHc82yk?>K~Tm)pqw_; z>}lOgz_t^%2+BE7N-~6nH@?z`;?ih)1Qi@?OdJeTU(P*AGF)+WL{Q0rOZpFis;u#B z0$RGA5ma$t_kIvKyb#qQAjNkUf@%(Gc4>gcHsfLfJ`SFX;4=rU?Pl=sg^vjVMUUqr zsNulygE~}<5X>jw(cDD{YB_NCYY}Mu+!si|tXvlabsWg1>A=jA^XUXcIxIubz`+c| z?*gY!{#yw+_QMrHBL~v9!{OP1h4d=TIqZ(0i37tc-GY&OZqU(txuhq8W)56>iNMjE zY4j_a{ctsc77jLk(uBG-GOI}+cDs2aXyd?1@KAsE2{4&+vdK~U7kYXqbXKY$?gKY(0m zC>&F@l7QfpPy~lKFgh~;RKowzp>mY>VFckEJP$O0D^;V%k__YXk06NPz^Z5f9N1h! zS169Ekq9C=XnrLOS_8*lCmHtDMj?pez^b!1g&^})lAfRp1cAc*JSf_jg((0qZD-Ms7vJp_)N$~ zkj8=TtU<6~_MHp@+K%KPNatXxya+Uxh0s!qqx%B{861pUXAb)edeL!dtXdv|I~@Gp zHyET9U#gQP{W+J9Ad3SD@4;~1;3WNujx%|NAe)0V_f$b(@M8(d@V4bSf*cM;dWu4d z^hx^R3-T&LkjsI$mjpaNapVQbu;E)Vf`=TW?ox!>Yy0UpF6+c=1bG}ZMva2iclClu zhBrZF2=Y1DGussW7v&xy;Ai?f1W!3w?jr?%1s!tP{6_Et$N_H$iU34(gwefE1sYKLk{0G$JVDU`Om|=*SKDOhD_qCIsaijFxyUxO#Df zB>^vX|3Xl~!Ozp?Fmc+cC<4OzwIQhF;ILMIIJ-l-lz`6*+7VQ7AYI+i^Zl9snt=UX z9SEv9uxaTF`&M=d6R>99Uj&~y*uF^y#73rWAfWuEkkdaEtQrm$`gRLUY&?e$Ane== zK`jSwUP?h$zKI?IzFoZ$)Nyc9Ul)cnH_&0`Csz=#dE?h^2=KpsIm2Mbl+3obm#p)2-gm!SwcIC$Tw4Z%xC(bcjo~&o(xj$)mI$Ib@I7n|T$8k{5mhNrtJPoe?B(kdam=*mEJ1Zs5H>J_|u22i;k!P;Ibg8_D2qG#9}|4qiN} z6tvD#dryFI>U;#3IWXC$1@V@tbTFRju?RsD2Q%b`z;5TKbP6Zi;DR8TgE2=;VfmCW z`cNFVei?!k4rb&x2nKDQMn{d?b5bc=L7`Q z?(syB&cStg1vnUg)Sm!ZV=n|59E>{tOzD96Z}O5>BjrOh2uGuA33$a-edy zL$FG!LxyCSZ@Ue_Lk{-kw+g%scX$yntab;2JPtxPEr8B`%|i*;a5exzJ_lh(zX{5w z&Y?^EyMjFko^p`xqy|x6e#VgumtX8dP{4uF1UU$^5$Qv~oQ)v}3ORV}D*-M_YqSZ_ zG&+c&h=cWmlwhf#=okUR--RJ4<{;Eg6f#Z?r&H+&%WwoG9QZ2qY~Z~Xn?o|(e-MG7 zl!I7#eK=VnO;_wk#~njZ#=#)TL9k@^Z@Sql;E;y zFZx;fnD_`mHwUF#hQY2ty>TSNkRka90z}#Rp>>)e^zV)uML@s#PZ0!iFuG(Qc&&(| zTjm$j3lQw(;Fi1q%!`$2>G8eh3j{$N+{ozZK;2^wZ2)ynv&LrT>tB(jGIT(6oG1Qn^JtW{#z-I(e9K610 z0mgSXIS_D9>nnn24h&TKf&W9rCISp{z9ER=AnU#+9G!ZqjDS3Y1_ZGjs7vWWw$7Nj z1Wdf!h~P8_whPoD&-z|(0tzPmL=eY8OPLIuy|IyQ>#RKc3qd>wqS5sN>C$@oe3V5yP%HtNX<`UcIM7OJ z6`bx>8A3pZYd-|395^(+68soqLZ_iii~A!;<3L*NuRy5cAgz1Hno1%_=Ri-kNpSeW z5W3*VE|f-)!NHm{zXUZ?JqMFMJeoTY!5t1#okU=hV#jm>w)Y#1Ad7=?ulcb0Sf&91 zyCW13WOFcLjV?^P>|05OywG6?ayhsvs|RuGG(Qj^-bV$& zLk^(Z6yys+`Vz2Xw;F;x4ywz>!o7`e=t+d@GMWhTIq-R`59u4vKP4G9&mM{3DF=E7 zMBsgG(@6p@e$+-#z`-9!2~gkmfzG{+taK3+a!@BR6b9~+RVEo4kLe>Q;y`r2J{%ae z;}!uX-$o-S=0IZ37r|@)M~4XT2sc7d!a-Ms2pDecO$TG+A7c@ea^Uns8)TEG(|K!A zv?+oz4pLO7Lj1~JMWjiqTgD?O=Rm`A9OP_QS0Lc-b^(G44zAaVg4f&{`g}aV zFcMr%r_fpD#ZX%WH5`nS2Jm=sWf*DF&n7zrwH#=g=)pO`b2`i@nM_Ae$HDeUDR{7~ z^cl%8xxX`l1`dAPDZ;OL4p{^YTRjs&BL@Xf6=Cu@r?Uk7Y@UsviGvsK$H9=2E8+yG z#mqy{%t6PbCP9G5F}geOdGH{SR&kx;Sv}*B`QHxu%f}!5da0=;lD- zp%{FaYAr;-K+)9*0(!Ic!v=Ldkg&+1$B{0qUV|WzgP*Ox1zLOS=p*ZGjSqso95~l^ z3+A~d(iKW>z&Zp$98B_=2CI*1xRXA-z3+!0go8PPM!}r#u08~GC~rh?fCHn817YW@ zp)(11p0F7~C(0oIH>!5824sp=?z81`r`nOZ@dw16{@)g_qCy7{#Bgw2`>WvO%9HY>4^~m32x2){Hr)thuFZ`mU{U!Y1gAMT zoTCdqHC>?uy!1MPAdZ9G$?_1J9zh?whwF|ai02?U$QpL~*U|llS$CokByeCoRT~1{ zWzcOMp@k<9Bys?=2SfR?=3LSTzh5U2T;!lR^{>EHXUS3mTm+{PT;{+)&J6r&!|Vwt zuZ=^H#KDSy-tgn;yVC@iKRkyZnSqB?^#qttPeG8u!3le1 z$Xr#ni~#SlR0MZ8FlrbAzJ=|N3GhF46G0XSf3Nm|#vw-91Uy`jfgqcM9|sj+w4``5 z0ebm&5ae+1z-BlY#faq-AZmRVK`sZMW{W^@?>o8#XrH}@;2{U^e<(tE%Ex^K+*8j* zkjKG5^%0<}BTKhx? z(i7=N!$qnDK?w)$vyEU})eS?EA@6!Af>I9pT!GR`z#0$zUin7{Oi+ri;oz&DN82rFiqU0)ik8 zn~B?|h#-W6ox^hl19tjC;oly600{ZnfL2#Ob%~7Hd{$lNA0%q5mA&BE( z<}WpvaMRR_0PXeW2;w<7GOtPCsymN

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