forked from mlcommons/cm4mlperf-inference
-
Notifications
You must be signed in to change notification settings - Fork 3
/
process_results_table.py
542 lines (462 loc) · 19.5 KB
/
process_results_table.py
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
import json
import os
import time
with open('summary_results.json') as f:
data = json.load(f)
#print(models_all)
#print(platforms)
tableposhtml = """
<!-- pager -->
<div class="pager1 PAGER_CLASS">
<img src="https://mottie.github.io/tablesorter/addons/pager/icons/first.png" class="first"/>
<img src="https://mottie.github.io/tablesorter/addons/pager/icons/prev.png" class="prev"/>
<span class="pagedisplay"></span> <!-- this can be any element, including an input -->
<img src="https://mottie.github.io/tablesorter/addons/pager/icons/next.png" class="next"/>
<img src="https://mottie.github.io/tablesorter/addons/pager/icons/last.png" class="last"/>
<select class="pagesize" title="Select page size">
<option selected="selected" value="10">10</option>
<option value="20">20</option>
<option value="30">30</option>
<option value="all">All</option>
</select>
<select class="gotoPage" title="Select page number"></select>
</div>
"""
def get_json_files(github_url):
import requests
from bs4 import BeautifulSoup
retries = 5
retry_delay = 2
for attempt in range(retries):
try:
# Get the content of the GitHub page
response = requests.get(github_url)
soup = BeautifulSoup(response.text, 'html.parser')
# Find all JSON files
#print(soup)
# Find the <script> tag with the specific data-target attribute
script_tag = soup.find('script', {'data-target': 'react-app.embeddedData', 'type': 'application/json'})
if script_tag:
# Extract the JSON content from the script tag
json_data = script_tag.string
# Parse the JSON string into a Python dictionary
data = json.loads(json_data)
# Access the parts of the JSON you are interested in
tree_items = data.get('payload', {}).get('tree', {}).get('items', [])
json_files = [a['name'] for a in tree_items if a['name'].endswith('.json')]
return json_files
except requests.exceptions.RequestException as e:
print(f"Attempt {attempt + 1} failed: {e}")
if attempt < retries - 1: # Don't wait after the last attempt
time.sleep(retry_delay)
else:
print("Max retries reached. Exiting.")
return None
def find_match(files, re_name):
import re
for file in files:
if re.match(re_name, file):
return file
print(re_name)
print(files)
return None
def getsummarydata(data, category, division):
mydata = {}
mycountdata = {}
for item in data:
if item['Suite'] != category:
continue
if item['Category'] != division:
continue
'''
if item['Availability'] != availability:
continue
'''
submitter = item['Submitter']
if mydata.get(submitter, '') == '':
mydata[submitter] = {}
myid = item['ID']
if mydata[submitter].get(myid, '') == '':
mydata[submitter][myid] = {}
model = item['Model']
if mydata[submitter][myid].get(model, '') == '':
mydata[submitter][myid][model] = {}
mydata[submitter][myid][model]['count'] = 0
if division == "open":
scenario = item['Scenario']
if mydata[submitter][myid][model].get(scenario, '') == '':
mydata[submitter][myid][model][scenario] = 0
mydata[submitter][myid][model]['count'] += 1
#print(mydata)
for submitter,value in mydata.items():
mycountdata[submitter] = {}
for sut, results in value.items():
for model, model_data in results.items():
if mycountdata[submitter].get(model, '') == '':
mycountdata[submitter][model] = 0
mycountdata[submitter][model] += model_data['count']
return mydata, mycountdata
def processdata(data, category, division, availability):
mydata = {}
needed_keys_model = [ "has_power", "Performance_Result", "Performance_Units", "Accuracy", "Location", "weight_data_types" ]
needed_keys_system = [ "System", "Submitter", "Availability", "Category", "Accelerator", "a#", "Nodes", "Processor", "host_processors_per_node", "host_processor_core_count", "Notes", "Software", "Details", "Platform" ]
for item in data:
if item['Suite'] != category:
continue
if item['Category'] != division:
continue
if item['Availability'] != availability:
continue
myid = item['ID']
if mydata.get(myid, '') == '':
mydata[myid] = {}
model = item['Model']
if mydata[myid].get(model, '') == '':
mydata[myid][model] = {}
scenario = item['Scenario']
if mydata[myid][model].get(scenario, '') == '':
mydata[myid][model][scenario] = {}
mydata[myid][model][scenario]['has_power'] = item['has_power']
if item['has_power'] and item.get('Power_Result'):
mydata[myid][model][scenario]['Power_Result'] = item['Power_Result']
mydata[myid][model][scenario]['Power_Units'] = item['Power_Units']
for key in needed_keys_model:
mydata[myid][model][scenario][key] = item[key]
for key in needed_keys_system:
mydata[myid][key] = item[key]
return mydata
models_dc = [ "llama2-70b-99", "llama2-70b-99.9", "gptj-99", "gptj-99.9", "bert-99", "bert-99.9", "stable-diffusion-xl", "dlrm-v2-99", "dlrm-v2-99.9", "retinanet", "resnet", "3d-unet-99", "3d-unet-99.9" ]
models_edge = [ "gptj-99", "gptj-99.9", "bert-99", "bert-99.9", "stable-diffusion-xl", "retinanet", "resnet", "3d-unet-99", "3d-unet-99.9" ]
def get_scenario_result(data, scenario, location_pre, result_link_text):
html = ''
if data.get(scenario):
github_url = f"""{location_pre}{data[scenario]['Location'].replace("results", "measurements")}/"""
extra_model_info = f"""Model precision: {data[scenario]['weight_data_types']}"""
html += f"""
<td class="col-result"><a target="_blank" title="{result_link_text}{extra_model_info}" href="{location_pre}{data[scenario]['Location']}"> {round(data[scenario]['Performance_Result'],1)} </a> </td>"""
else:
html += """<td class="col-result"></td>"""
return html
def construct_table(category, division, availability):
# Initialize the HTML table with the header
html = f"""<div id="results_table_{availability}" class="resultstable_wrapper"> <table class="resultstable tablesorter tableclosed tabledatacenter" id="results_{availability}">"""
html += "<thead> <tr>"
if category == "datacenter":
models = models_dc
else:
models = models_edge
# Table header
if category == "datacenter":
tableheader = f"""
<th id="col-id" class="headcol col-id">ID</th>
<th id="col-system" class="headcol col-system">System</th>
<th id="col-submitter" class="headcol col-submitter">Submitter</th>
<th id="col-accelerator" class="headcol col-accelerator">Accelerator</th>
<th id="col-llama2-99" colspan="2">LLAMA2-70B-99</th>
<th id="col-llama2-99.9" colspan="2">LLAMA2-70B-99.9</th>
<th id="col-gptj-99" colspan="2">GPTJ-99</th>
<th id="col-gptj-99.9" colspan="2">GPTJ-99.9</th>
<th id="col-bert-99" colspan="2">Bert-99</th>
<th id="col-bert-99.9" colspan="2">Bert-99.9</th>
<th id="col-sdxl" colspan="2">Stable Diffusion</th>
<th id="col-dlrm-v2-99" colspan="2">DLRM-v2-99</th>
<th id="col-dlrm-v2-99.9" colspan="2">DLRM-v2-99.9</th>
<th id="col-retinanet" colspan="2">Retinanet</th>
<th id="col-resnet50" colspan="2">ResNet50</th>
<th id="col-3d-unet-99" colspan="1">3d-unet-99</th>
<th id="col-3d-unet-99.9" colspan="1">3d-unet-99.9</th>
"""
tableheader += "</tr>"
tableheader += f"""
<tr>
<th class="headcol col-id"></th>
<th class="headcol col-system"></th>
<th class="headcol col-submitter"></th>
<th class="headcol col-accelerator"></th>
"""
for model in models:
if "3d-unet" in model:
tableheader += f"""
<th class="col-scenario">Offline</th>
"""
else:
tableheader += f"""
<th class="col-scenario">Server</th>
<th class="col-scenario">Offline</th>
"""
else: # category == "edge":
tableheader = f"""
<th id="col-id" class="headcol col-id">ID</th>
<th id="col-system" class="headcol col-system">System</th>
<th id="col-submitter" class="headcol col-submitter">Submitter</th>
<th id="col-accelerator" class="headcol col-accelerator">Accelerator</th>
<th id="col-gptj-99" colspan="2">GPTJ-99</th>
<th id="col-gptj-99.9" colspan="2">GPTJ-99.9</th>
<th id="col-bert-99" colspan="2">Bert-99</th>
<th id="col-bert-99.9" colspan="2">Bert-99.9</th>
<th id="col-sdxl" colspan="2">Stable Diffusion</th>
<th id="col-retinanet" colspan="3">Retinanet</th>
<th id="col-resnet50" colspan="3">ResNet50</th>
<th id="col-3d-unet-99" colspan="2">3d-unet-99</th>
<th id="col-3d-unet-99.9" colspan="2">3d-unet-99.9</th>
"""
tableheader += "</tr>"
tableheader += f"""
<tr>
<th class="headcol col-id"></th>
<th class="headcol col-system"></th>
<th class="headcol col-submitter"></th>
<th class="headcol col-accelerator"></th>
"""
for model in models:
tableheader += f"""
<th class="col-scenario">Offline</th>
<th class="col-scenario">SingleStream</th>
"""
if model in ["resnet", "retinanet"]:
tableheader += f"""
<th class="col-scenario">MultiStream</th>
"""
# Add header and footer
html += tableheader
html += "</tr></thead>"
html += f"<tfoot> <tr>{tableheader}</tr></tfoot>"
mydata = processdata(data, category, division, availability)
if not mydata:
return None
location_pre = "https://github.com/gateoverflow/cm4mlperf-inference/tree/mlperf-inference-results-scc24/"
result_link_text = "See result logs"
result_link_text = ""
for rid in mydata:
extra_sys_info = f"""
Processor: {mydata[rid]['Processor']}
Software: {mydata[rid]['Software']}
Cores per processor: {mydata[rid]['host_processor_core_count']}
Processors per node: {mydata[rid]['host_processors_per_node']}
Nodes: {mydata[rid]['Nodes']}
Notes: {mydata[rid]['Notes']}
"""
a_num = mydata[rid]['a#']
if a_num =='':
acc = ""
else:
acc = f"{mydata[rid]['Accelerator']} x {int(a_num)}"
system_json_link = f"""{mydata[rid]['Details'].replace("results", "systems")}.json"""
html += f"""
<tr>
<td class="col-id headcol"> {rid} </td>
<td class="col-system headcol" title="{extra_sys_info}"> <a target="_blank" href="{system_json_link}"> {mydata[rid]['System']} </a> </td>
<td class="col-submitter headcol"> {mydata[rid]['Submitter']} </td>
<td class="col-accelerator headcol"> {acc} </td>
"""
for m in models:
if mydata[rid].get(m):
if category == "datacenter" and "3d-unet" not in m:#dc
html += get_scenario_result(mydata[rid][m], "Server", location_pre, result_link_text)
html += get_scenario_result(mydata[rid][m], "Offline", location_pre, result_link_text)
if category == "edge": #Process SS and MS
html += get_scenario_result(mydata[rid][m], "SingleStream", location_pre, result_link_text)
if m in ["resnet", "retinanet"]:
html += get_scenario_result(mydata[rid][m], "MultiStream", location_pre, result_link_text)
else:
html += f"""
<td></td>
"""
if ("3d-unet" not in m and category == "datacenter") or (category == "edge"):
html += f"""
<td></td>
"""
if m in ["resnet", "retinanet"] and category == "edge":
html += f"""
<td></td>
"""
html += f"""
</tr>
"""
html += "</table></div>"
return html
def construct_summary_table(category, division):
summary_data, count_data = getsummarydata(data, category, division)
#print(count_data)
if category == "datacenter":
models = models_dc
else:
models = models_edge
html = ""
html += """
<div class="counttable_wrapper">
<table class="tablesorter counttable" id="results_summary">
<thead>
<tr>
<th class="count-submitter">Submitter</th>
"""
if category == "datacenter":
html += """
<th id="col-llama2-99">LLAMA2-70B-99</th>
<th id="col-llama2-99.9">LLAMA2-70B-99.9</th>
<th id="col-gptj-99">GPTJ-99</th>
<th id="col-gptj-99.9">GPTJ-99.9</th>
<th id="col-bert-99">Bert-99</th>
<th id="col-bert-99.9">Bert-99.9</th>
<th id="col-dlrm-v2-99">Stable Diffusion</th>
<th id="col-dlrm-v2-99">DLRM-v2-99</th>
<th id="col-dlrm-v2-99.9">DLRM-v2-99.9</th>
<th id="col-retinanet">Retinanet</th>
<th id="col-resnet50">ResNet50</th>
<th id="col-3d-unet-99">3d-unet-99</th>
<th id="col-3d-unet-99.9">3d-unet-99.9</th>
<th id="all-models">Total</th>
</tr>
</thead>
"""
else:
html += """
<th id="col-gptj-99">GPTJ-99</th>
<th id="col-gptj-99.9">GPTJ-99.9</th>
<th id="col-bert-99">Bert-99</th>
<th id="col-bert-99.9">Bert-99.9</th>
<th id="col-sdxl">Stable Diffusion</th>
<th id="col-retinanet">Retinanet</th>
<th id="col-resnet50">ResNet50</th>
<th id="col-3d-unet-99">3d-unet-99</th>
<th id="col-3d-unet-99.9">3d-unet-99.9</th>
<th id="all-models">Total</th>
</tr>
</thead>
"""
total_counts = {}
for submitter, item in count_data.items():
html += "<tr>"
cnt = 0
html += f"""<td class="count-submitter"> {submitter} </td>"""
for m in models:
if item.get(m, '') != '':
html += f"""<td class="col-result"> {item[m]} </td>"""
cnt += item[m]
if total_counts.get(m, '') == '':
total_counts[m] = item[m]
else:
total_counts[m] += item[m]
else:
html += f"""<td class="col-result"> 0 </td>"""
html += f"""<td class="col-result"> {cnt} </td>"""
html += "</tr>"
html += """
<tr>
<td class="count-submitter">Total</td>
"""
total = 0
for m in models:
if total_counts.get(m, '') != '':
html += f"""<td class="col-result"> {total_counts[m]} </td>"""
total += total_counts[m]
else:
html += f"""<td class="col-result"> 0 </td>"""
html += f"""<td class="col-result"> {total} </td>"""
html += "</tr>"
html += "</table></div>"
return html
categories = { "datacenter" : "Datacenter",
"edge": "Edge"
}
divisions= {
"closed": "Closed",
"open": "Open"
}
def generate_html_form(categories, divisions, selected_category=None, selected_division=None, with_power=None):
# Setting default values if not provided
if not selected_category:
selected_category = ''
if not selected_division:
selected_division = ''
if with_power is None:
with_power = 'false'
# Create select options for categories and divisions
def generate_select_options(options, selected_value):
html = ""
for key, value in options.items():
selected = 'selected' if key == selected_value else ''
html += f"<option value='{key}' {selected}>{value}</option>\n"
return html
category_options = generate_select_options(categories, selected_category)
division_options = generate_select_options(divisions, selected_division)
# Generate the HTML for the form
html_form = f"""
<form id="resultSelectionForm" method="post" action="">
<h3>Select Category and Division</h3>
<div class="form-field">
<label for="category">Category</label>
<select id="category" name="category" class="col">
{category_options}
</select>
</div>
<div class="form-field">
<label for="division">Division</label>
<select id="division" name="division" class="col">
{division_options}
</select>
</div>
<div class="form-field">
<label for="with_power">Power</label>
<select id="with_power" name="with_power" class="col">
<option value="true" {'selected' if with_power == 'true' else ''}>Performance and Power</option>
<option value="false" {'selected' if with_power == 'false' else ''}>Performance</option>
</select>
</div>
<div class="form-field">
<button type="submit" name="submit" value="1" id="results_tablesorter">Submit</button>
</div>
</form>
"""
return html_form
availabilities = ["Available", "Preview", "RDI" ]
#availabilities = ["Available" ]
division="open"
category="edge"
html = ""
for availability in availabilities:
val = availability.lower()
html_table = construct_table(category, division, val)
if html_table:
html += f"""
<h2 id="results_heading_{availability.lower()}" class="results_table_heading">{categories[category]} Category: {availability} submissions in {divisions[division]} division</h2>
{tableposhtml}
{html_table}
{tableposhtml}
<hr>
"""
summary = construct_summary_table(category, division)
#print(summary)
html += f"""
<h2 id="count_heading">Count of Results </h2>
{summary}
<hr>
"""
html += """
<div id="submittervssubmissionchartContainer" class="bgtext" style="height:370px; width:80%; margin:auto;"></div>
<div id="modelvssubmissionchartContainer" class="bgtext" style="height:370px; width:80%; margin:auto;"></div>
"""
html += generate_html_form(categories, divisions, category, division)
extra_scripts = """
<script type="text/javascript">
var sortcolumnindex = 6, perfsortorder = 1;
$('#submittervssubmissionchartContainer').hide();
$('#modelvssubmissionchartContainer').hide();
</script>
<script type="text/javascript" src="javascripts/tablesorter.js"></script>
<script type="text/javascript" src="javascripts/results_tablesorter.js"></script>
<script type="text/javascript" src="javascripts/results_charts.js"></script>
"""
out_html = f"""---
hide:
- navigation
- toc
---
<html>
{html}
{extra_scripts}
</html>
"""
with open(os.path.join("docs", "index.md"), "w") as f:
f.write(out_html)
#print(data)