diff --git a/notebooks/end2end_example/tfc_end2end_example.ipynb b/notebooks/end2end_example/tfc_end2end_example.ipynb
index 27c5c3eead98a030276bfa515cf3dc836c91d721..3505d6f5180be96b778c01a0d3b2365ca2e38e4d 100644
--- a/notebooks/end2end_example/tfc_end2end_example.ipynb
+++ b/notebooks/end2end_example/tfc_end2end_example.ipynb
@@ -42,7 +42,7 @@
},
{
"cell_type": "code",
- "execution_count": 74,
+ "execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
@@ -95,18 +95,9 @@
},
{
"cell_type": "code",
- "execution_count": 75,
+ "execution_count": 6,
"metadata": {},
- "outputs": [
- {
- "name": "stderr",
- "output_type": "stream",
- "text": [
- "/workspace/brevitas_cnv_lfc/training_scripts/models/TFC.py:73: TracerWarning: torch.tensor results are registered as constants in the trace. You can safely ignore this warning if you use this function to create tensors out of constant variables that would be the same every time you call this function. In any other case, this might cause the trace to be incorrect.\n",
- " x = 2.0 * x - torch.tensor([1.0])\n"
- ]
- }
- ],
+ "outputs": [],
"source": [
"import onnx\n",
"from finn.util.test import get_test_model_trained\n",
@@ -126,7 +117,7 @@
},
{
"cell_type": "code",
- "execution_count": 82,
+ "execution_count": 7,
"metadata": {},
"outputs": [
{
@@ -152,10 +143,10 @@
" "
],
"text/plain": [
- "<IPython.lib.display.IFrame at 0x7fc62d60e5c0>"
+ "<IPython.lib.display.IFrame at 0x7f186ccfbe10>"
]
},
- "execution_count": 82,
+ "execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
@@ -173,7 +164,7 @@
},
{
"cell_type": "code",
- "execution_count": 83,
+ "execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
@@ -258,7 +249,7 @@
},
{
"cell_type": "code",
- "execution_count": 84,
+ "execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
@@ -285,7 +276,7 @@
},
{
"cell_type": "code",
- "execution_count": 85,
+ "execution_count": 10,
"metadata": {},
"outputs": [
{
@@ -311,10 +302,10 @@
" "
],
"text/plain": [
- "<IPython.lib.display.IFrame at 0x7fc6c4430828>"
+ "<IPython.lib.display.IFrame at 0x7f186e386240>"
]
},
- "execution_count": 85,
+ "execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
@@ -335,7 +326,7 @@
},
{
"cell_type": "code",
- "execution_count": 86,
+ "execution_count": 11,
"metadata": {},
"outputs": [
{
@@ -350,6 +341,7 @@
" ConvertSubToAdd(),\n",
" BatchNormToAffine(),\n",
" ConvertSignToThres(),\n",
+ " MoveAddPastMul(),\n",
" MoveScalarAddPastMatMul(),\n",
" MoveScalarMulPastMatMul(),\n",
" MoveAddPastMul(),\n",
@@ -387,7 +379,7 @@
},
{
"cell_type": "code",
- "execution_count": 104,
+ "execution_count": 12,
"metadata": {},
"outputs": [
{
@@ -413,10 +405,10 @@
" "
],
"text/plain": [
- "<IPython.lib.display.IFrame at 0x7fc65422bf60>"
+ "<IPython.lib.display.IFrame at 0x7f186cd470b8>"
]
},
- "execution_count": 104,
+ "execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
@@ -441,7 +433,7 @@
},
{
"cell_type": "code",
- "execution_count": 105,
+ "execution_count": 13,
"metadata": {},
"outputs": [
{
@@ -467,10 +459,10 @@
" "
],
"text/plain": [
- "<IPython.lib.display.IFrame at 0x7fc64d8d9f98>"
+ "<IPython.lib.display.IFrame at 0x7f17f04bbc18>"
]
},
- "execution_count": 105,
+ "execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
@@ -508,7 +500,7 @@
},
{
"cell_type": "code",
- "execution_count": 90,
+ "execution_count": 14,
"metadata": {
"scrolled": false
},
@@ -536,10 +528,10 @@
" "
],
"text/plain": [
- "<IPython.lib.display.IFrame at 0x7fc62d60eb70>"
+ "<IPython.lib.display.IFrame at 0x7f1868061eb8>"
]
},
- "execution_count": 90,
+ "execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
@@ -570,7 +562,7 @@
},
{
"cell_type": "code",
- "execution_count": 91,
+ "execution_count": 15,
"metadata": {},
"outputs": [
{
@@ -596,10 +588,10 @@
" "
],
"text/plain": [
- "<IPython.lib.display.IFrame at 0x7fc62d60e1d0>"
+ "<IPython.lib.display.IFrame at 0x7f186cc55e48>"
]
},
- "execution_count": 91,
+ "execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
@@ -622,7 +614,7 @@
},
{
"cell_type": "code",
- "execution_count": 92,
+ "execution_count": 16,
"metadata": {},
"outputs": [
{
@@ -631,7 +623,7 @@
"text": [
"\n",
"Stopping http://0.0.0.0:8081\n",
- "Serving '/tmp/finn_maltanar/dataflow_partition_l2y9b77c/df_model.onnx' at http://0.0.0.0:8081\n"
+ "Serving '/tmp/finn_maltanar/dataflow_partition_h1c4i5gn/df_model.onnx' at http://0.0.0.0:8081\n"
]
},
{
@@ -648,10 +640,10 @@
" "
],
"text/plain": [
- "<IPython.lib.display.IFrame at 0x7fc62d60e320>"
+ "<IPython.lib.display.IFrame at 0x7f17f04c70f0>"
]
},
- "execution_count": 92,
+ "execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
@@ -672,7 +664,7 @@
},
{
"cell_type": "code",
- "execution_count": 93,
+ "execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
@@ -692,7 +684,7 @@
},
{
"cell_type": "code",
- "execution_count": 94,
+ "execution_count": 18,
"metadata": {},
"outputs": [
{
@@ -726,7 +718,7 @@
},
{
"cell_type": "code",
- "execution_count": 95,
+ "execution_count": 19,
"metadata": {},
"outputs": [
{
@@ -762,7 +754,7 @@
" 'rtlsim_trace': ('s', False, '')}"
]
},
- "execution_count": 95,
+ "execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
@@ -788,7 +780,7 @@
},
{
"cell_type": "code",
- "execution_count": 96,
+ "execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
@@ -822,7 +814,7 @@
},
{
"cell_type": "code",
- "execution_count": 98,
+ "execution_count": 21,
"metadata": {},
"outputs": [
{
@@ -848,10 +840,10 @@
" "
],
"text/plain": [
- "<IPython.lib.display.IFrame at 0x7fc654223780>"
+ "<IPython.lib.display.IFrame at 0x7f1868061d30>"
]
},
- "execution_count": 98,
+ "execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
@@ -884,7 +876,7 @@
},
{
"cell_type": "code",
- "execution_count": 1,
+ "execution_count": 22,
"metadata": {},
"outputs": [
{
@@ -903,7 +895,7 @@
},
{
"cell_type": "code",
- "execution_count": 3,
+ "execution_count": 23,
"metadata": {},
"outputs": [],
"source": [
@@ -934,7 +926,7 @@
},
{
"cell_type": "code",
- "execution_count": 99,
+ "execution_count": 24,
"metadata": {},
"outputs": [],
"source": [
@@ -956,7 +948,7 @@
},
{
"cell_type": "code",
- "execution_count": 100,
+ "execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
@@ -975,7 +967,7 @@
},
{
"cell_type": "code",
- "execution_count": 106,
+ "execution_count": 26,
"metadata": {},
"outputs": [
{
@@ -1001,10 +993,10 @@
" "
],
"text/plain": [
- "<IPython.lib.display.IFrame at 0x7fc65422be48>"
+ "<IPython.lib.display.IFrame at 0x7f17f04c9470>"
]
},
- "execution_count": 106,
+ "execution_count": 26,
"metadata": {},
"output_type": "execute_result"
}
@@ -1026,7 +1018,7 @@
},
{
"cell_type": "code",
- "execution_count": 29,
+ "execution_count": 27,
"metadata": {},
"outputs": [
{
@@ -1055,7 +1047,7 @@
},
{
"cell_type": "code",
- "execution_count": 30,
+ "execution_count": 28,
"metadata": {},
"outputs": [
{
@@ -1063,8 +1055,8 @@
"output_type": "stream",
"text": [
"#!/bin/bash \r\n",
- "cd /tmp/finn_maltanar/code_gen_ipgen_StreamingFCLayer_Batch_hc367wg4\r\n",
- "vivado_hls /tmp/finn_maltanar/code_gen_ipgen_StreamingFCLayer_Batch_hc367wg4/hls_syn_StreamingFCLayer_Batch_0.tcl\r\n",
+ "cd /tmp/finn_maltanar/code_gen_ipgen_StreamingFCLayer_Batch_5f0hmok_\r\n",
+ "vivado_hls /tmp/finn_maltanar/code_gen_ipgen_StreamingFCLayer_Batch_5f0hmok_/hls_syn_StreamingFCLayer_Batch_0.tcl\r\n",
"cd /workspace/finn\r\n"
]
}
@@ -1085,7 +1077,7 @@
},
{
"cell_type": "code",
- "execution_count": 31,
+ "execution_count": 29,
"metadata": {},
"outputs": [
{
@@ -1095,7 +1087,7 @@
"\r\n",
"set config_proj_name project_StreamingFCLayer_Batch_0\r\n",
"puts \"HLS project: $config_proj_name\"\r\n",
- "set config_hwsrcdir \"/tmp/finn_maltanar/code_gen_ipgen_StreamingFCLayer_Batch_hc367wg4\"\r\n",
+ "set config_hwsrcdir \"/tmp/finn_maltanar/code_gen_ipgen_StreamingFCLayer_Batch_5f0hmok_\"\r\n",
"puts \"HW source dir: $config_hwsrcdir\"\r\n",
"set config_proj_part \"xczu3eg-sbva484-1-e\"\r\n",
"\r\n",
@@ -1146,7 +1138,7 @@
},
{
"cell_type": "code",
- "execution_count": 32,
+ "execution_count": 30,
"metadata": {},
"outputs": [],
"source": [
@@ -1166,22 +1158,22 @@
},
{
"cell_type": "code",
- "execution_count": 33,
+ "execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[key: \"vivado_stitch_proj\"\n",
- "value: \"/tmp/finn_maltanar/vivado_stitch_proj_n3me5eke\"\n",
+ "value: \"/tmp/finn_maltanar/vivado_stitch_proj_oo2lpoeo\"\n",
", key: \"vivado_stitch_vlnv\"\n",
"value: \"xilinx_finn:finn:finn_design:1.0\"\n",
", key: \"wrapper_filename\"\n",
- "value: \"/tmp/finn_maltanar/vivado_stitch_proj_n3me5eke/finn_vivado_stitch_proj.srcs/sources_1/bd/finn_design/hdl/finn_design_wrapper.v\"\n",
+ "value: \"/tmp/finn_maltanar/vivado_stitch_proj_oo2lpoeo/finn_vivado_stitch_proj.srcs/sources_1/bd/finn_design/hdl/finn_design_wrapper.v\"\n",
"]"
]
},
- "execution_count": 33,
+ "execution_count": 31,
"metadata": {},
"output_type": "execute_result"
}
@@ -1192,16 +1184,16 @@
},
{
"cell_type": "code",
- "execution_count": 34,
+ "execution_count": 32,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "'/tmp/finn_maltanar/vivado_stitch_proj_n3me5eke'"
+ "'/tmp/finn_maltanar/vivado_stitch_proj_oo2lpoeo'"
]
},
- "execution_count": 34,
+ "execution_count": 32,
"metadata": {},
"output_type": "execute_result"
}
@@ -1226,7 +1218,7 @@
},
{
"cell_type": "code",
- "execution_count": 35,
+ "execution_count": 33,
"metadata": {},
"outputs": [],
"source": [
@@ -1266,7 +1258,7 @@
},
{
"cell_type": "code",
- "execution_count": 36,
+ "execution_count": 34,
"metadata": {
"scrolled": true
},
@@ -1275,17 +1267,17 @@
"data": {
"text/plain": [
"[key: \"vivado_stitch_proj\"\n",
- "value: \"/tmp/finn_maltanar/vivado_stitch_proj_n3me5eke\"\n",
+ "value: \"/tmp/finn_maltanar/vivado_stitch_proj_oo2lpoeo\"\n",
", key: \"vivado_stitch_vlnv\"\n",
"value: \"xilinx_finn:finn:finn_design:1.0\"\n",
", key: \"wrapper_filename\"\n",
- "value: \"/tmp/finn_maltanar/vivado_stitch_proj_n3me5eke/finn_vivado_stitch_proj.srcs/sources_1/bd/finn_design/hdl/finn_design_wrapper.v\"\n",
+ "value: \"/tmp/finn_maltanar/vivado_stitch_proj_oo2lpoeo/finn_vivado_stitch_proj.srcs/sources_1/bd/finn_design/hdl/finn_design_wrapper.v\"\n",
", key: \"vivado_pynq_proj\"\n",
- "value: \"/tmp/finn_maltanar/vivado_pynq_proj_hqlnpt5q\"\n",
+ "value: \"/tmp/finn_maltanar/vivado_pynq_proj_hq9mfroo\"\n",
"]"
]
},
- "execution_count": 36,
+ "execution_count": 34,
"metadata": {},
"output_type": "execute_result"
}
@@ -1299,7 +1291,7 @@
},
{
"cell_type": "code",
- "execution_count": 37,
+ "execution_count": 35,
"metadata": {},
"outputs": [
{
@@ -1325,7 +1317,7 @@
},
{
"cell_type": "code",
- "execution_count": 38,
+ "execution_count": 36,
"metadata": {},
"outputs": [],
"source": [
@@ -1348,26 +1340,26 @@
},
{
"cell_type": "code",
- "execution_count": 39,
+ "execution_count": 37,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[key: \"vivado_stitch_proj\"\n",
- "value: \"/tmp/finn_maltanar/vivado_stitch_proj_n3me5eke\"\n",
+ "value: \"/tmp/finn_maltanar/vivado_stitch_proj_oo2lpoeo\"\n",
", key: \"vivado_stitch_vlnv\"\n",
"value: \"xilinx_finn:finn:finn_design:1.0\"\n",
", key: \"wrapper_filename\"\n",
- "value: \"/tmp/finn_maltanar/vivado_stitch_proj_n3me5eke/finn_vivado_stitch_proj.srcs/sources_1/bd/finn_design/hdl/finn_design_wrapper.v\"\n",
+ "value: \"/tmp/finn_maltanar/vivado_stitch_proj_oo2lpoeo/finn_vivado_stitch_proj.srcs/sources_1/bd/finn_design/hdl/finn_design_wrapper.v\"\n",
", key: \"vivado_pynq_proj\"\n",
- "value: \"/tmp/finn_maltanar/vivado_pynq_proj_hqlnpt5q\"\n",
+ "value: \"/tmp/finn_maltanar/vivado_pynq_proj_hq9mfroo\"\n",
", key: \"vivado_pynq_bitfile\"\n",
- "value: \"/tmp/finn_maltanar/vivado_pynq_proj_hqlnpt5q/resizer.bit\"\n",
+ "value: \"/tmp/finn_maltanar/vivado_pynq_proj_hq9mfroo/resizer.bit\"\n",
"]"
]
},
- "execution_count": 39,
+ "execution_count": 37,
"metadata": {},
"output_type": "execute_result"
}
@@ -1381,7 +1373,7 @@
},
{
"cell_type": "code",
- "execution_count": 40,
+ "execution_count": 38,
"metadata": {},
"outputs": [],
"source": [
@@ -1399,7 +1391,7 @@
},
{
"cell_type": "code",
- "execution_count": 41,
+ "execution_count": 39,
"metadata": {},
"outputs": [],
"source": [
@@ -1417,7 +1409,7 @@
},
{
"cell_type": "code",
- "execution_count": 42,
+ "execution_count": 40,
"metadata": {},
"outputs": [
{
@@ -1511,7 +1503,7 @@
},
{
"cell_type": "code",
- "execution_count": 45,
+ "execution_count": 41,
"metadata": {},
"outputs": [],
"source": [
@@ -1533,24 +1525,24 @@
},
{
"cell_type": "code",
- "execution_count": 49,
+ "execution_count": 42,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[key: \"vivado_stitch_proj\"\n",
- "value: \"/tmp/finn_maltanar/vivado_stitch_proj_n3me5eke\"\n",
+ "value: \"/tmp/finn_maltanar/vivado_stitch_proj_oo2lpoeo\"\n",
", key: \"vivado_stitch_vlnv\"\n",
"value: \"xilinx_finn:finn:finn_design:1.0\"\n",
", key: \"wrapper_filename\"\n",
- "value: \"/tmp/finn_maltanar/vivado_stitch_proj_n3me5eke/finn_vivado_stitch_proj.srcs/sources_1/bd/finn_design/hdl/finn_design_wrapper.v\"\n",
+ "value: \"/tmp/finn_maltanar/vivado_stitch_proj_oo2lpoeo/finn_vivado_stitch_proj.srcs/sources_1/bd/finn_design/hdl/finn_design_wrapper.v\"\n",
", key: \"vivado_pynq_proj\"\n",
- "value: \"/tmp/finn_maltanar/vivado_pynq_proj_hqlnpt5q\"\n",
+ "value: \"/tmp/finn_maltanar/vivado_pynq_proj_hq9mfroo\"\n",
", key: \"vivado_pynq_bitfile\"\n",
- "value: \"/tmp/finn_maltanar/vivado_pynq_proj_hqlnpt5q/resizer.bit\"\n",
+ "value: \"/tmp/finn_maltanar/vivado_pynq_proj_hq9mfroo/resizer.bit\"\n",
", key: \"pynq_driver_dir\"\n",
- "value: \"/tmp/finn_maltanar/pynq_driver_yu_l_jao\"\n",
+ "value: \"/tmp/finn_maltanar/pynq_driver_25t8u9sd\"\n",
", key: \"pynq_ip\"\n",
"value: \"192.168.3.1\"\n",
", key: \"pynq_username\"\n",
@@ -1560,15 +1552,15 @@
", key: \"pynq_target_dir\"\n",
"value: \"/home/xilinx/finn_tfc_end2end_example\"\n",
", key: \"pynq_deployment_dir\"\n",
- "value: \"/tmp/finn_maltanar/pynq_deployment_1oyo7x66\"\n",
+ "value: \"/tmp/finn_maltanar/pynq_deployment_mpyziv7h\"\n",
", key: \"pynq_deploy_dir\"\n",
- "value: \"/tmp/finn_maltanar/pynq_deployment_1oyo7x66\"\n",
+ "value: \"/tmp/finn_maltanar/pynq_deployment_mpyziv7h\"\n",
", key: \"exec_mode\"\n",
"value: \"remote_pynq\"\n",
"]"
]
},
- "execution_count": 49,
+ "execution_count": 42,
"metadata": {},
"output_type": "execute_result"
}
@@ -1579,13 +1571,14 @@
},
{
"cell_type": "code",
- "execution_count": 103,
+ "execution_count": 43,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
+ "/home/xilinx/finn_tfc_end2end_example/pynq_deployment_1oyo7x66:\r\n",
"total 5820\r\n",
"-rw-r--r-- 1 xilinx xilinx 1934 Feb 13 13:36 driver.py\r\n",
"drwxr-xr-x 4 xilinx xilinx 4096 Feb 13 13:36 finn\r\n",
@@ -1593,7 +1586,14 @@
"-rw-r--r-- 1 root root 120 Feb 13 14:24 output.npy\r\n",
"-rw-r--r-- 1 xilinx xilinx 5568787 Feb 13 13:36 resizer.bit\r\n",
"-rw-r--r-- 1 xilinx xilinx 368173 Feb 13 13:36 resizer.hwh\r\n",
- "-rw-r--r-- 1 root root 32 Feb 13 14:24 sds_trace_data.dat\r\n"
+ "-rw-r--r-- 1 root root 32 Feb 13 14:24 sds_trace_data.dat\r\n",
+ "\r\n",
+ "/home/xilinx/finn_tfc_end2end_example/pynq_deployment_mpyziv7h:\r\n",
+ "total 5808\r\n",
+ "-rw-r--r-- 1 xilinx xilinx 1934 Feb 28 16:09 driver.py\r\n",
+ "drwxr-xr-x 4 xilinx xilinx 4096 Feb 28 16:09 finn\r\n",
+ "-rw-r--r-- 1 xilinx xilinx 5568787 Feb 28 16:09 resizer.bit\r\n",
+ "-rw-r--r-- 1 xilinx xilinx 368173 Feb 28 16:09 resizer.hwh\r\n"
]
}
],
@@ -1610,30 +1610,18 @@
},
{
"cell_type": "code",
- "execution_count": 52,
+ "execution_count": 44,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "<matplotlib.image.AxesImage at 0x7fc62d83dbe0>"
+ "<matplotlib.image.AxesImage at 0x7f17e0a82e10>"
]
},
- "execution_count": 52,
+ "execution_count": 44,
"metadata": {},
"output_type": "execute_result"
- },
- {
- "data": {
- "image/png": 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\n",
- "text/plain": [
- "<Figure size 432x288 with 1 Axes>"
- ]
- },
- "metadata": {
- "needs_background": "light"
- },
- "output_type": "display_data"
}
],
"source": [
@@ -1655,7 +1643,7 @@
},
{
"cell_type": "code",
- "execution_count": 55,
+ "execution_count": 45,
"metadata": {},
"outputs": [],
"source": [
@@ -1675,7 +1663,7 @@
},
{
"cell_type": "code",
- "execution_count": 61,
+ "execution_count": 48,
"metadata": {},
"outputs": [],
"source": [
@@ -1697,7 +1685,7 @@
},
{
"cell_type": "code",
- "execution_count": 62,
+ "execution_count": 49,
"metadata": {},
"outputs": [
{
@@ -1706,13 +1694,13 @@
"<BarContainer object of 10 artists>"
]
},
- "execution_count": 62,
+ "execution_count": 49,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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+ "image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]