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add_results_summary.py
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# Copyright 2024-25 MLCommons. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
# =============================================================================
import json
import os
import time
import sys
sys.path.insert(0, os.path.join("inference", "tools", "submission"))
import submission_checker as checker # noqa
with open('summary_results.json') as f:
data = json.load(f)
#print(models_all)
#print(platforms)
def get_header():
css = """
/* General table styles */
table {
width: 100%;
border-collapse: collapse;
margin: 20px 0;
border: none;
}
table.titlebarcontainer,.titlebar {
text-align: center !important;
}
td.headerbar {
text-align: center;
font-size: x-large;
}
th, td {
padding: 8px;
text-align: left;
vertical-align: top;
}
/* Styling for the first table to make it stand out */
table:first-of-type {
background-color: #e8e8e8; /* Light grey background */
color: #333; /* Darker text for contrast */
font-weight: bold; /* Makes text bold */
}
/* Styling inner tables to have borders */
table table {
border: 1px solid #ccc;
}
/* More specific styling for headers and rows of inner tables */
table table th, table table td {
border: 1px solid #ccc;
}
th {
background-color: #f4f4f4;
}
tr:nth-child(even) {
background-color: #f9f9f9;
}
tr:nth-child(odd) {
background-color: #ffffff;
}
/* Adjust column widths if necessary */
th:nth-child(1), td:nth-child(1) { width: 20%; }
th:nth-child(2), td:nth-child(2) { width: 30%; }
"""
html_header = f"""
<head>
<style type="text/css">
{css}
</style>
</head>
"""
return html_header
def get_availability_string(version: str) -> str:
"""
Generate availability string based on the version.
Args:
version (str): Version string (e.g., 'v1.0', 'v1.1', 'v2.0', ..., 'v9.1')
Returns:
str: Availability string (e.g., "Available as of February 2024")
"""
# Define version-to-month mapping
version_month_map = {
"0": "February",
"1": "August"
}
try:
if not version.startswith('v'):
raise ValueError("Version must start with 'v'")
major, minor = version[1:].split('.')
major = int(major)
minor = minor.strip()
if minor not in version_month_map:
raise ValueError("Invalid minor version. Expected '0' or '1'.")
if not (1 <= major <= 9):
raise ValueError("Major version out of range (expected 1-9).")
# Calculate year, starting from 2024 for v1.0
year = 2021 + (major - 1)
month = version_month_map[minor]
return f" as of {month} {year}"
except (ValueError, IndexError) as e:
return f"Error: Invalid version format - {e}"
def get_header_table(system_json, version):
submitter = system_json.get('submitter')
system_name = system_json.get('system_name')
division = system_json.get('division')
category = system_json.get('system_type')
status = system_json.get('status')
availability_string = get_availability_string(version)
if status.lower() == "available":
availability_string = f"""Available {availability_string}"""
elif status.lower() == "preview":
availability_string = f"""Preview {availability_string}, should be avaiable within 180 days"""
else:
availability_string = f"""Research and Internal {availability_string}"""
html = f"""
<div class="resultpage">
<div class="titlebarcontainer">
<div class="logo">
<a href="/" style="border: none"><img src="" alt="" /></a>
</div>
<div class="titlebar">
<h1 class="title">MLPerf Inference {version}</h1>
<p style="font-size: smaller">Copyright 2019-2025 MLCommons</p>
</div>
</div>
<table class="titlebarcontainer">
<tr>
<td class="headerbar" rowspan="2">
<p>{submitter} </p>
<p>{system_name} </p>
</td>
</tr>
</table>
<table class="datebar">
<tbody>
<tr>
<th id="license_num"><a href="">MLPerf Inference Category:</a></th>
<td id="license_num_val">{category}</td>
<th id="test_date"><a href="">MLPerf Inference Division:</a></th>
<td id="test_date_val">{division}</td>
</tr>
<tr>
<th id="tester"><a href="">Submitted by:</a></th>
<td id="tester_val">{submitter}</td>
<th id="sw_avail"><a href="">Availability:</a></th>
<td id="sw_avail_val">{availability_string}</td>
</tr>
</tbody>
</table>
"""
return html
def get_system_json(path):
#import requests
# Send a GET request to the URL
#response = requests.get(url)
with open(path, "r") as f:
data = json.load(f)
# Check if the request was successful
#if response.status_code == 200:
# # Parse the JSON content
# data = response.json()
return data
def get_accelerator_details_table(system_json):
table = '<h3>Accelerator Details</h3><table>'
for key,value in system_json.items():
if not key.startswith("accelerator"):
continue
table += f"""<tr><td>{key}</td><td>{value}</td></tr>"""
table += "</table>"
return table
def get_cpu_details_table(system_json):
table = '<h3>Processor and Memory Details</h3><table>'
hardware_fields = [ "processor", "cpu", "memory" ]
for key,value in system_json.items():
if any (a in key for a in hardware_fields) and "accelerator" not in key:
table += f"""<tr><td>{key}</td><td>{value}</td></tr>"""
table += "</table>"
return table
def get_network_details_table(system_json):
table = '<h3>Network and Interconnect Details</h3><table>'
hardware_fields = [ "network", "nics" ]
for key,value in system_json.items():
if any (a in key for a in hardware_fields) and "accelerator" not in key:
table += f"""<tr><td>{key}</td><td>{value}</td></tr>"""
table += "</table>"
return table
def get_hardware_details_table(system_json):
table = '<h3>Other Hardware Details</h3><table>'
hardware_fields = [ "hardware", "disk", "cooling", "power", "hw_" ]
for key,value in system_json.items():
if any (a in key for a in hardware_fields) and "accelerator" not in key:
table += f"""<tr><td>{key}</td><td>{value}</td></tr>"""
table += "</table>"
return table
def get_software_details_table(system_json):
table = '<h3>Software Details</h3><table>'
software_fields = [ "software", "framework", "firmware", "sw_", "operating_" ]
for key,value in system_json.items():
if any (a in key for a in software_fields):
table += f"""<tr><td>{key}</td><td>{value}</td></tr>"""
table += "</table>"
return table
def get_table_header(division, category):
if division == "open":
accuracy_achieved_header = '<td> Accuracy </td>'
colspan = "3"
else:
accuracy_achieved_header = "" #dont show accuracy as submitters are only expected to achieve the target
colspan = "2"
num_scenarios = 1
html_table_head = f"""
<h3>Results Table</h3>
<table>
<tr>
<th rowspan="2">Model</th>
<th rowspan="2">Accuracy Target</th>"""
if "datacenter" in category:
num_scenarios += 1
html_table_head += f"""
<th colspan="{colspan}">Server</th>"""
html_table_head += f"""
<th colspan="{colspan}">Offline</th>"""
if "edge" in category:
num_scenarios += 2
html_table_head += f"""
<th colspan="{colspan}">SingleStream</th>
<th colspan="{colspan}">MultiStream</th>"""
html_table_head += f"""
</tr>
<tr>"""
for i in range(num_scenarios):
html_table_head += f"""{accuracy_achieved_header}
<td>Metric</td>
<td>Performance</td>"""
html_table_head += f"""
</tr>"""
return html_table_head
# Initialize a dictionary to organize the data by 'Details'
tables = {}
version = os.environ.get('INFERENCE_RESULTS_VERSION')
# Populate the dictionary with data
for entry in data:
details = entry['Details']
if details not in tables:
tables[details] = {}
categories = [ "edge", "datacenter" ]
for category in categories:
if category not in entry['Suite']:
continue
if category not in tables[details]:
tables[details][category] = {}
if entry['Category'] not in tables[details][category]:
tables[details][category][entry['Category']] = {}
if entry['Model'] not in tables[details][category][entry['Category']]:
tables[details][category][entry['Category']] [entry['Model']] = {}
if entry['Scenario'] not in tables[details][category][entry['Category']][entry['Model']]:
tables[details][category][entry['Category']][entry['Model']][entry['Scenario']] = entry
# Now you can format each group in 'tables' as a markdown table
for details, entries in tables.items():
details_split = details.split("/")
details_split[9] = "systems"
system = os.path.sep.join(details_split[7:11])
#details_split[0] = "https://raw.githubusercontent.com"
#system = details.replace("github.com", "raw.githubusercontent.com").replace("tree/", "refs/heads/").replace("results/", "systems/")
system_json_path = f"""{system}.json"""
system_json = get_system_json(system_json_path)
header_table = get_header_table(system_json, version)
accelerator_details = get_accelerator_details_table(system_json)
cpu_details = get_cpu_details_table(system_json)
hardware_details = get_hardware_details_table(system_json)
software_details = get_software_details_table(system_json)
network_details = get_network_details_table(system_json)
out = f"## {details}"
#models_edge = [ "gptj-99", "gptj-99.9", "bert-99", "bert-99.9", "stable-diffusion-xl", "retinanet", "resnet", "3d-unet-99", "3d-unet-99.9" ]
#if "datacenter" in entries:
# models = [ "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 = checker.MODEL_CONFIG[version]["models"]
for category in entries:
for division, data in entries[category].items():
html_table = get_table_header(division, category)
if division == "open":
colspan="3"
scenario_missing_td = "<td></td><td></td><td></td>"
else:
colspan="2"
scenario_missing_td = "<td></td><td></td>"
for model in models:
if model in data:
html_table += f"""<tr><td>{model}</td>"""
#version = data[model]["Offline"]["version"]
acc_target = checker.MODEL_CONFIG[version]["accuracy-target"][model]
if model in checker.MODEL_CONFIG[version]["required-scenarios-datacenter"]:
required_scenarios_datacenter = checker.MODEL_CONFIG[version]["required-scenarios-datacenter"][model]
else:
required_scenarios_datacenter = []
if model in checker.MODEL_CONFIG[version]["required-scenarios-edge"]:
required_scenarios_edge = checker.MODEL_CONFIG[version]["required-scenarios-edge"][model]
else:
required_scenarios_edge = []
i = 0
acc_targets = []
key = None
for item in acc_target:
if i%2 == 0:
key = item
else:
acc_targets.append( (key, item))
i+=1
acc_targets_list = []
for item in acc_targets:
acc_targets_list.append(f"""{item[0]}: {round(item[1], 4)}""")
acc_targets_string = ", ".join(acc_targets_list)
html_table += f"""<td>{acc_targets_string}</td>"""
if "datacenter" in category:
if "Server" in data[model]:
if division == "open":
html_table += f"""<td>{data[model]["Server"]["Accuracy"]}</td>"""
html_table += f"""<td>{data[model]["Server"]["Performance_Units"]}</td> <td>{data[model]["Server"]["Performance_Result"]}</td>"""
else:
if "Server" in required_scenarios_datacenter: #must be open
html_table += scenario_missing_td
else:
html_table += f"""<td colspan="{colspan}"> N/A </td>"""
if "Offline" in data[model]:
if division == "open":
html_table += f"""<td>{data[model]["Offline"]["Accuracy"]}</td>"""
html_table += f"""<td>{data[model]["Offline"]['Performance_Units']}</td> <td>{data[model]["Offline"]["Performance_Result"]}</td>"""
else:
html_table += scenario_missing_td
if "edge" in category:
if "SingleStream" in data[model]:
scenario = "SingleStream"
if division == "open":
html_table += f"""<td>{data[model][scenario]["Accuracy"]}</td>"""
html_table += f"""<td>{data[model][scenario]["Performance_Units"]}</td> <td>{data[model][scenario]["Performance_Result"]}</td>"""
else:
if "SingleStream" in required_scenarios_edge: #must be open
html_table += scenario_missing_td
else:
html_table += f"""<td colspan="{colspan}"> N/A </td>"""
if "MultiStream" in data[model]:
scenario = "MultiStream"
if division == "open":
html_table += f"""<td>{data[model][scenario]["Accuracy"]}</td>"""
html_table += f"""<td>{data[model][scenario]["Performance_Units"]}</td> <td>{data[model][scenario]["Performance_Result"]}</td>"""
else:
if "MultiStream" in required_scenarios_edge: #must be open
html_table += scenario_missing_td
else:
html_table += f"""<td colspan="{colspan}"> N/A </td>"""
else:
pass
#html_table += "<td></td> <td></td>"
#html_table += "<td></td> <td></td>"
#html_table += "</tr>"
html_table += "</table>"
sut_name = os.path.basename(details)
tmp_path = os.path.dirname(details)
tmp_path = os.path.dirname(tmp_path)
submitter = os.path.basename(tmp_path)
out_path = os.path.join(division, submitter, "results", sut_name, "README.md")
os.makedirs(os.path.dirname(out_path), exist_ok=True)
html_table = f"""
{header_table}
<table>
<tr><td>{accelerator_details}</td> <td>{cpu_details}</td> </tr>
<tr><td >{hardware_details}</td> <td>{network_details}</td> </tr>
<tr><td colspan="2">{software_details}</td> </tr>
</table>
{html_table}
"""
repo_name = os.environ.get('INFERENCE_RESULTS_REPO_NAME', "mlperf_inference_test_submissions_v5.0")
repo_branch = os.environ.get('INFERENCE_RESULTS_REPO_BRANCH', "main")
repo_owner = os.environ.get('INFERENCE_RESULTS_REPO_OWNER', 'mlcommons')
readme_content = f"""
See the HTML preview [here](https://htmlpreview.github.io/?https://github.com/{repo_owner}/{repo_name}/blob/{repo_branch}/{division}/{submitter}/results/{sut_name}/summary.html)
{html_table}
"""
with open(out_path, "w") as f:
f.write(readme_content)
html_out_path = os.path.join(division, submitter, "results", sut_name, "summary.html")
html_header = get_header()
html = f"""
<html>
{html_header}
<body>
{html_table}
</body>
</html>
"""
with open(html_out_path, "w") as f:
f.write(html)
print(html_table)
#sys.exit()