yupp

requirements.txt

@@ -0,0 +1,21 @@
+jupyter==1.1.1
+ipykernel==6.29.5
+tqdm==4.67.0
+numpy==2.2.1
+ipython==8.12.3
+isort==5.13.2
+numpy==2.2.1
+pandas==2.2.3
+pyrtl==0.11.2
+matplotlib==3.10.0
+pytest==8.3.4
+torch==2.4.1
+torchvision==0.19.1
+onnx==1.17.0
+netron==8.1.3
+gradio==5.16.0
+black[jupyter]==24.10.0
+pyinstrument==5.0.1
+platformdirs==4.3.6
+python-dotenv==1.0.1
+siliconcompiler==0.31.1

results/accelerator_analysis.csv

@@ -0,0 +1,45 @@
+max_delay,max_freq,logic_area,mem_area,name,weights,activations,component
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+3090.4000000000005,287.9023435250763,1846311.5088,4154687.1262499103,w8ab16-8x8-ieee-fast-pipeALL,fp8,bf16,accelerator
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+15138.11999999999,64.42834022287056,829506.1104,4154687.1262499103,wb16ab16-8x8-lmul,bf16,bf16,accelerator
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+7465.220201510344,127.41742386478349,1498946.6448,4154687.1262499103,wb16ab16-8x8-ieee-fast-pipePE,bf16,bf16,accelerator
+5140.169999999999,181.0554446088026,7046469.4608000005,7719663.3828588035,w8a32-8x8-ieee-fast-pipeALL,fp8,fp32,accelerator
+3090.4000000000005,287.9023435250763,1486903.176,4154687.1262499103,wb16ab16-8x8-lmul-fast-pipeALL,bf16,bf16,accelerator
+5052.610000000001,183.97199210392208,1391252.3856000002,4154687.1262499103,wb16ab16-8x8-lmul-pipeALL,bf16,bf16,accelerator
+5052.610000000001,183.97199210392208,1767722.2992,4154687.1262499103,wb16ab16-8x8-ieee-pipeALL,bf16,bf16,accelerator
+3090.4000000000005,287.9023435250763,1838840.0976,4154687.1262499103,wb16ab16-8x8-ieee-fast-pipeALL,bf16,bf16,accelerator
+27447.11999999995,35.93229206341912,1967572.0943999998,7719663.3828588035,w32a32-8x8-lmul,fp32,fp32,accelerator
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+9477.624359111618,101.41345655013816,2413859.976,7719663.3828588035,w32a32-8x8-lmul-fast-pipePE,fp32,fp32,accelerator
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+4476.04,205.8019691132405,3292141.0896,7719663.3828588035,w32a32-8x8-lmul-fast-pipeALL,fp32,fp32,accelerator
+10734.710000000005,89.94658072570697,3004366.3056,7719663.3828588035,w32a32-8x8-lmul-pipeALL,fp32,fp32,accelerator
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+5140.169999999999,181.0554446088026,7097877.2304,7719663.3828588035,w32a32-8x8-ieee-fast-pipeALL,fp32,fp32,accelerator

results/component_analysis.csv

@@ -0,0 +1,68 @@
+max_delay,max_freq,logic_area,mem_area,name,dtype,component
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+1838.6099999999997,450.1240091645249,1062.864,0.0,multiplier_stage_2,fp8,multiplier
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+1926.97,432.90605505699205,1219.6799999999998,0.0,multiplier_stage_4,fp8,multiplier
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+1962.6399999999996,426.3228798963184,635.976,0.0,lmul_combinational_simple,fp8,lmul
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+5449.18,171.46247200875143,3031.776,0.0,multiplier_combinational,fp8,multiplier
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+2223.24,383.6945177727301,1998.5328000000002,0.0,lmul_pipelined_simple,fp8,lmul
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+1619.7099999999998,499.3234167702763,1942.776,0.0,adder_stage_2_fast,bf16,adder
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+2015.6699999999998,416.89769747401687,2526.4799999999996,0.0,adder_stage_4_fast,bf16,adder
+2499.2400000000002,346.9523703785944,1986.336,0.0,adder_stage_5,bf16,adder
+2076.1,406.6528404700907,1533.312,0.0,multiplier_stage_3,bf16,multiplier
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+6623.480000000001,142.72502026695284,8163.144,0.0,adder_combinational_fast,bf16,adder
+4435.440000000001,207.53604901171326,1393.92,0.0,lmul_combinational_simple,bf16,lmul
+4137.380000000002,221.2203398829301,10656.5184,0.0,multiplier,bf16,multiplier
+5052.610000000001,183.97199210392208,12817.0944,0.0,adder_pipelined,bf16,adder
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+9448.150000000003,101.71749998728528,9844.560000000001,0.0,multiplier_combinational,bf16,multiplier
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results/component_data.csv

@@ -0,0 +1,73 @@
+name,area,power,max_arrival_time,dtype,dtype_order,architecture,operation,is_fast
+adder_combinational_bf16,1032.88,0.00174519,2.5,bf16,bf16,combinational,adder,False
+adder_combinational_fast_bf16,927.542,0.00195394,1.46,bf16,bf16,combinational,adder,True
+adder_combinational_fast_fp32,2886.37,0.0108059,2.16,fp32,fp32,combinational,adder,True
+adder_combinational_fast_fp8,510.188,0.00198759,1.2,fp8,fp8,combinational,adder,True
+adder_combinational_fp32,3230.04,0.00594875,3.62,fp32,fp32,combinational,adder,False
+adder_combinational_fp8,466.032,0.00190965,1.77,fp8,fp8,combinational,adder,False
+adder_pipelined_bf16,1657.71,0.00266433,0.96,bf16,bf16,pipelined,adder,False
+adder_pipelined_fast_bf16,1603.45,0.00245527,0.74,bf16,bf16,pipelined,adder,True
+adder_pipelined_fast_fp32,3979.09,0.0052372,1.28,fp32,fp32,pipelined,adder,True
+adder_pipelined_fast_fp8,883.652,0.00166099,0.67,fp8,fp8,pipelined,adder,True
+adder_pipelined_fp32,4013.14,0.00520281,1.34,fp32,fp32,pipelined,adder,False
+adder_pipelined_fp8,867.958,0.0016247,0.7,fp8,fp8,pipelined,adder,False
+adder_stage_2_bf16,245.252,0.000211722,0.5,bf16,bf16,stage_2,adder,False
+adder_stage_2_fast_bf16,278.768,0.000327808,0.59,bf16,bf16,stage_2,adder,True
+adder_stage_2_fast_fp32,453.796,0.000368852,0.62,fp32,fp32,stage_2,adder,True
+adder_stage_2_fast_fp8,134.33,0.000157464,0.5,fp8,fp8,stage_2,adder,True
+adder_stage_2_fp32,407.778,0.00025247,0.54,fp32,fp32,stage_2,adder,False
+adder_stage_2_fp8,126.616,0.000125909,0.34,fp8,fp8,stage_2,adder,False
+adder_stage_3_bf16,187.53,7.11147e-05,0.43,bf16,bf16,stage_3,adder,False
+adder_stage_3_fp32,683.354,0.000252061,0.64,fp32,fp32,stage_3,adder,False
+adder_stage_3_fp8,88.046,4.12743e-05,0.22,fp8,fp8,stage_3,adder,False
+adder_stage_4_bf16,325.584,0.000362093,0.73,bf16,bf16,stage_4,adder,False
+adder_stage_4_fast_bf16,327.18,0.000361576,0.71,bf16,bf16,stage_4,adder,True
+adder_stage_4_fast_fp32,1045.11,0.000710296,1.14,fp32,fp32,stage_4,adder,True
+adder_stage_4_fast_fp8,174.762,0.000258125,0.45,fp8,fp8,stage_4,adder,True
+adder_stage_4_fp32,1464.06,0.00105857,1.13,fp32,fp32,stage_4,adder,False
+adder_stage_4_fp8,146.034,0.000176167,0.59,fp8,fp8,stage_4,adder,False
+adder_stage_5_bf16,319.732,0.000188842,0.91,bf16,bf16,stage_5,adder,False
+adder_stage_5_fp32,793.744,0.000386556,1.12,fp32,fp32,stage_5,adder,False
+adder_stage_5_fp8,181.412,0.000121031,0.67,fp8,fp8,stage_5,adder,False
+lmul_combinational_fast_bf16,312.55,0.000345894,0.52,bf16,bf16,combinational,lmul,True
+lmul_combinational_fast_fp32,732.83,0.000580225,0.64,fp32,fp32,combinational,lmul,True
+lmul_combinational_fast_fp8,172.368,0.000221201,0.44,fp8,fp8,combinational,lmul,True
+lmul_combinational_simple_bf16,255.626,0.000252634,0.48,bf16,bf16,combinational,lmul,False
+lmul_combinational_simple_fp32,702.506,0.000531981,0.55,fp32,fp32,combinational,lmul,False
+lmul_combinational_simple_fp8,112.784,0.00011116,0.36,fp8,fp8,combinational,lmul,False
+lmul_pipelined_fast_bf16,688.674,0.000928291,0.6,bf16,bf16,pipelined,lmul,True
+lmul_pipelined_fast_fp32,1529.23,0.00130025,0.67,fp32,fp32,pipelined,lmul,True
+lmul_pipelined_fast_fp8,348.726,0.000582629,0.51,fp8,fp8,pipelined,lmul,True
+lmul_pipelined_simple_bf16,675.374,0.000895227,0.61,bf16,bf16,pipelined,lmul,False
+lmul_pipelined_simple_fp32,1526.04,0.00132914,0.72,fp32,fp32,pipelined,lmul,False
+lmul_pipelined_simple_fp8,348.194,0.00058525,0.55,fp8,fp8,pipelined,lmul,False
+multiplier_pipelined_bf16,1148.59,0.00145203,1.03,bf16,bf16,pipelined,multiplier,False
+multiplier_combinational_bf16,1102.57,0.00704769,1.98,bf16,bf16,combinational,multiplier,False
+multiplier_combinational_fast_bf16,1067.72,0.00746015,1.94,bf16,bf16,combinational,multiplier,True
+multiplier_combinational_fast_fp32,6311.91,0.133398,2.85,fp32,fp32,combinational,multiplier,True
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+multiplier_combinational_fp32,6353.41,0.176407,3.08,fp32,fp32,combinational,multiplier,False
+multiplier_combinational_fp8,236.208,0.000409495,1.4,fp8,fp8,combinational,multiplier,False
+multiplier_pipelined_fast_bf16,1169.6,0.00165408,1.05,bf16,bf16,pipelined,multiplier,True
+multiplier_pipelined_fast_fp32,6457.42,0.00931073,1.62,fp32,fp32,pipelined,multiplier,True
+multiplier_pipelined_fast_fp8,487.578,0.000761612,0.72,fp8,fp8,pipelined,multiplier,True
+multiplier_pipelined_fp32,6323.09,0.00905862,1.65,fp32,fp32,pipelined,multiplier,False
+multiplier_pipelined_fp8,473.746,0.000716672,0.68,fp8,fp8,pipelined,multiplier,False
+multiplier_stage_2_bf16,551.418,0.00124588,0.86,bf16,bf16,stage_2,multiplier,False
+multiplier_stage_2_fast_bf16,552.482,0.00118352,0.91,bf16,bf16,stage_2,multiplier,True
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results/mnist_eval.csv

@@ -0,0 +1,7 @@
+config,weight_type,activation_type,multiplier,avg_loss,accuracy,total_time,batch_size,total_batches,total_samples,samples_per_second,error
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+w8a32-8x8-lmul,Float8,Float32,lmul_simple,nan,nan,0,64,0,0,0,Config not found: /Users/kaibreese/.hardware_accelerators/sim_cache/828aa49c61f5b03b/config.pkl
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results/pe_analysis.csv

@@ -0,0 +1,51 @@
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