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Unverified Commit 117e0adc authored by Yuting Jiang's avatar Yuting Jiang Committed by GitHub
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Analyzer - Format int type and unify empty value to N/A in diagnosis output files (#406) 

**Description**
Format int type and unify np.nan in diagnosis output files.

**Major Revision**
- format all int columns 
- unify na values to 'N/A' in json,jsonl,md,html files
parent 2fabac52
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Showing with 268 additions and 263 deletions
docs/user-tutorial/data-diagnosis.md
View file @ 117e0adc
......@@ -202,6 +202,8 @@ The output includes all defective machines' information including index, failure
- Defective Details (diagnosis/issue_details in json format): all violated metrics including metric data and related rule.
- ${metric}: the data of the metrics defined in the rule file. If the rule is `variance`, the form of the data is variance in percentage; if the rule is `value`, the form of the data is raw data.
- `'N/A'` indicates a empty value for the metric in output files.
If you specify '--output-all' in the command, the output includes all machines' information and an extra field to indicate if the machines is defective.
......
superbench/analyzer/data_diagnosis.py
View file @ 117e0adc
......@@ -21,6 +21,7 @@ class DataDiagnosis(RuleBase):
def __init__(self):
"""Init function."""
super().__init__()
self.na = 'N/A'
def _check_and_format_rules(self, rule, name):
"""Check the rule of the metric whether the formart is valid.
......@@ -265,8 +266,6 @@ def output_all_nodes_results(self, raw_data_df, data_not_accept_df):
all_data_df['Number Of Issues'] = all_data_df['Number Of Issues'].replace(np.nan, 0)
all_data_df['Number Of Issues'] = all_data_df['Number Of Issues'].astype(int)
all_data_df = all_data_df.replace(np.nan, '')
return all_data_df
def output_diagnosis_in_excel(self, raw_data_df, data_not_accept_df, output_path, rules):
......@@ -279,6 +278,7 @@ def output_diagnosis_in_excel(self, raw_data_df, data_not_accept_df, output_path
rules (dict): the rules of DataDiagnosis
"""
try:
data_not_accept_df = data_not_accept_df.convert_dtypes()
writer = pd.ExcelWriter(output_path, engine='xlsxwriter')
# Check whether writer is valiad
if not isinstance(writer, pd.ExcelWriter):
......@@ -296,6 +296,7 @@ def output_diagnosis_in_jsonl(self, data_not_accept_df, output_path):
data_not_accept_df (DataFrame): the DataFrame to output
output_path (str): the path of output jsonl file
"""
data_not_accept_df = data_not_accept_df.convert_dtypes().astype('object').fillna(self.na)
p = Path(output_path)
try:
data_not_accept_json = data_not_accept_df.to_json(orient='index')
......@@ -311,7 +312,7 @@ def output_diagnosis_in_jsonl(self, data_not_accept_df, output_path):
with p.open('w') as f:
for node in data_not_accept:
line = data_not_accept[node]
line['Index'] = node
line['index'] = node
json_str = json.dumps(line)
f.write(json_str + '\n')
except Exception as e:
......@@ -326,6 +327,7 @@ def output_diagnosis_in_json(self, data_not_accept_df, output_path):
data_not_accept_df (DataFrame): the DataFrame to output
output_path (str): the path of output jsonl file
"""
data_not_accept_df = data_not_accept_df.convert_dtypes().astype('object').fillna(self.na)
data_not_accept_df = data_not_accept_df.reset_index()
data_not_accept_df = data_not_accept_df.rename(
columns={
......@@ -376,6 +378,7 @@ def generate_md_lines(self, data_not_accept_df, rules, round):
data_not_accept_df = data_analysis.round_significant_decimal_places(
data_not_accept_df, round, [metric]
)
data_not_accept_df = data_not_accept_df.convert_dtypes().astype('object').fillna(self.na)
lines = file_handler.generate_md_table(data_not_accept_df, header)
return lines
......
tests/analyzer/test_data_diagnosis.py
View file @ 117e0adc
......@@ -196,7 +196,7 @@ def test_data_diagnosis(self):
json.loads(line)
assert ('Category' in line)
assert ('Defective Details' in line)
assert ('Index' in line)
assert ('index' in line)
# Test - generate_md_lines
lines = diag1.generate_md_lines(data_not_accept_df, diag1._sb_rules, 2)
assert (lines)
......
tests/data/diagnosis_summary.html
View file @ 117e0adc
......@@ -53,7 +53,7 @@
<td>-1.17%</td>
<td>-4.03%</td>
<td>-1.01%</td>
<td>0.0</td>
<td>0</td>
<td>0.0%</td>
<td>0.0%</td>
<td>1.95%</td>
......@@ -78,7 +78,7 @@
<td>0.78%</td>
<td>-1.17%</td>
<td>1.95%</td>
<td>0.0</td>
<td>0</td>
</tr>
<tr>
<td>sb-validation-03</td>
......@@ -92,7 +92,7 @@
<td>-1.17%</td>
<td>-4.03%</td>
<td>-1.01%</td>
<td>0.0</td>
<td>0</td>
<td>0.0%</td>
<td>0.0%</td>
<td>1.95%</td>
......@@ -101,23 +101,23 @@
<td>-1.95%</td>
<td>1.85%</td>
<td>4.39%</td>
<td>nan</td>
<td>nan</td>
<td>nan</td>
<td>nan</td>
<td>nan</td>
<td>nan</td>
<td>nan</td>
<td>nan</td>
<td>nan</td>
<td>nan</td>
<td>nan</td>
<td>nan</td>
<td>nan</td>
<td>nan</td>
<td>nan</td>
<td>nan</td>
<td>1.0</td>
<td>N/A</td>
<td>N/A</td>
<td>N/A</td>
<td>N/A</td>
<td>N/A</td>
<td>N/A</td>
<td>N/A</td>
<td>N/A</td>
<td>N/A</td>
<td>N/A</td>
<td>N/A</td>
<td>N/A</td>
<td>N/A</td>
<td>N/A</td>
<td>N/A</td>
<td>N/A</td>
<td>1</td>
</tr>
</tbody>
</table>
\ No newline at end of file
tests/data/diagnosis_summary.json
View file @ 117e0adc
This diff is collapsed.
tests/data/diagnosis_summary.jsonl
View file @ 117e0adc
{"Category": "KernelLaunch", "Defective Details": "kernel-launch/event_overhead:0(B/L: 0.0060 VAL: 0.1000 VAR: 1577.85% Rule:lambda x:x>0.05)", "kernel-launch/event_overhead:0": 15.7785234899, "kernel-launch/event_overhead:1": -0.0016778523, "kernel-launch/event_overhead:2": -0.0654362416, "kernel-launch/event_overhead:3": -0.0771812081, "kernel-launch/event_overhead:4": -0.0067114094, "kernel-launch/event_overhead:5": -0.0117449664, "kernel-launch/event_overhead:6": -0.0402684564, "kernel-launch/event_overhead:7": -0.0100671141, "kernel-launch/return_code": 0.0, "kernel-launch/wall_overhead:0": 0.0, "kernel-launch/wall_overhead:1": 0.0, "kernel-launch/wall_overhead:2": 0.0194931774, "kernel-launch/wall_overhead:3": 0.022417154, "kernel-launch/wall_overhead:4": 0.0360623782, "kernel-launch/wall_overhead:5": -0.0194931774, "kernel-launch/wall_overhead:6": 0.0185185185, "kernel-launch/wall_overhead:7": 0.0438596491, "mem-bw/D2H_Mem_BW:0": 0.0, "mem-bw/D2H_Mem_BW:1": 0.012345679, "mem-bw/D2H_Mem_BW:2": 0.0082304527, "mem-bw/D2H_Mem_BW:3": 0.012345679, "mem-bw/D2H_Mem_BW:4": 0.0, "mem-bw/D2H_Mem_BW:5": 0.0, "mem-bw/D2H_Mem_BW:6": -0.0164609053, "mem-bw/D2H_Mem_BW:7": 0.012345679, "mem-bw/H2D_Mem_BW:0": 0.0, "mem-bw/H2D_Mem_BW:1": 0.0078125, "mem-bw/H2D_Mem_BW:2": 0.015625, "mem-bw/H2D_Mem_BW:3": 0.01953125, "mem-bw/H2D_Mem_BW:4": 0.0234375, "mem-bw/H2D_Mem_BW:5": 0.0078125, "mem-bw/H2D_Mem_BW:6": -0.01171875, "mem-bw/H2D_Mem_BW:7": 0.01953125, "mem-bw/return_code": 0.0, "Index": "sb-validation-01"}
{"Category": "FailedTest", "Defective Details": "mem-bw/D2H_Mem_BW:0_miss,mem-bw/D2H_Mem_BW:1_miss,mem-bw/D2H_Mem_BW:2_miss,mem-bw/D2H_Mem_BW:3_miss,mem-bw/D2H_Mem_BW:4_miss,mem-bw/D2H_Mem_BW:5_miss,mem-bw/D2H_Mem_BW:6_miss,mem-bw/D2H_Mem_BW:7_miss,mem-bw/H2D_Mem_BW:0_miss,mem-bw/H2D_Mem_BW:1_miss,mem-bw/H2D_Mem_BW:2_miss,mem-bw/H2D_Mem_BW:3_miss,mem-bw/H2D_Mem_BW:4_miss,mem-bw/H2D_Mem_BW:5_miss,mem-bw/H2D_Mem_BW:6_miss,mem-bw/H2D_Mem_BW:7_miss,mem-bw/return_code(VAL: 1.0000 Rule:lambda x:x>0)", "kernel-launch/event_overhead:0": 0.0, "kernel-launch/event_overhead:1": -0.0016778523, "kernel-launch/event_overhead:2": -0.0654362416, "kernel-launch/event_overhead:3": -0.0771812081, "kernel-launch/event_overhead:4": -0.0067114094, "kernel-launch/event_overhead:5": -0.0117449664, "kernel-launch/event_overhead:6": -0.0402684564, "kernel-launch/event_overhead:7": -0.0100671141, "kernel-launch/return_code": 0.0, "kernel-launch/wall_overhead:0": 0.0, "kernel-launch/wall_overhead:1": 0.0, "kernel-launch/wall_overhead:2": 0.0194931774, "kernel-launch/wall_overhead:3": 0.022417154, "kernel-launch/wall_overhead:4": 0.0360623782, "kernel-launch/wall_overhead:5": -0.0194931774, "kernel-launch/wall_overhead:6": 0.0185185185, "kernel-launch/wall_overhead:7": 0.0438596491, "mem-bw/D2H_Mem_BW:0": null, "mem-bw/D2H_Mem_BW:1": null, "mem-bw/D2H_Mem_BW:2": null, "mem-bw/D2H_Mem_BW:3": null, "mem-bw/D2H_Mem_BW:4": null, "mem-bw/D2H_Mem_BW:5": null, "mem-bw/D2H_Mem_BW:6": null, "mem-bw/D2H_Mem_BW:7": null, "mem-bw/H2D_Mem_BW:0": null, "mem-bw/H2D_Mem_BW:1": null, "mem-bw/H2D_Mem_BW:2": null, "mem-bw/H2D_Mem_BW:3": null, "mem-bw/H2D_Mem_BW:4": null, "mem-bw/H2D_Mem_BW:5": null, "mem-bw/H2D_Mem_BW:6": null, "mem-bw/H2D_Mem_BW:7": null, "mem-bw/return_code": 1.0, "Index": "sb-validation-03"}
{"Category": "KernelLaunch", "Defective Details": "kernel-launch/event_overhead:0(B/L: 0.0060 VAL: 0.1000 VAR: 1577.85% Rule:lambda x:x>0.05)", "kernel-launch/event_overhead:0": 15.7785234899, "kernel-launch/event_overhead:1": -0.0016778523, "kernel-launch/event_overhead:2": -0.0654362416, "kernel-launch/event_overhead:3": -0.0771812081, "kernel-launch/event_overhead:4": -0.0067114094, "kernel-launch/event_overhead:5": -0.0117449664, "kernel-launch/event_overhead:6": -0.0402684564, "kernel-launch/event_overhead:7": -0.0100671141, "kernel-launch/return_code": 0, "kernel-launch/wall_overhead:0": 0, "kernel-launch/wall_overhead:1": 0, "kernel-launch/wall_overhead:2": 0.0194931774, "kernel-launch/wall_overhead:3": 0.022417154, "kernel-launch/wall_overhead:4": 0.0360623782, "kernel-launch/wall_overhead:5": -0.0194931774, "kernel-launch/wall_overhead:6": 0.0185185185, "kernel-launch/wall_overhead:7": 0.0438596491, "mem-bw/D2H_Mem_BW:0": 0, "mem-bw/D2H_Mem_BW:1": 0.012345679, "mem-bw/D2H_Mem_BW:2": 0.0082304527, "mem-bw/D2H_Mem_BW:3": 0.012345679, "mem-bw/D2H_Mem_BW:4": 0, "mem-bw/D2H_Mem_BW:5": 0, "mem-bw/D2H_Mem_BW:6": -0.0164609053, "mem-bw/D2H_Mem_BW:7": 0.012345679, "mem-bw/H2D_Mem_BW:0": 0, "mem-bw/H2D_Mem_BW:1": 0.0078125, "mem-bw/H2D_Mem_BW:2": 0.015625, "mem-bw/H2D_Mem_BW:3": 0.01953125, "mem-bw/H2D_Mem_BW:4": 0.0234375, "mem-bw/H2D_Mem_BW:5": 0.0078125, "mem-bw/H2D_Mem_BW:6": -0.01171875, "mem-bw/H2D_Mem_BW:7": 0.01953125, "mem-bw/return_code": 0, "index": "sb-validation-01"}
{"Category": "FailedTest", "Defective Details": "mem-bw/D2H_Mem_BW:0_miss,mem-bw/D2H_Mem_BW:1_miss,mem-bw/D2H_Mem_BW:2_miss,mem-bw/D2H_Mem_BW:3_miss,mem-bw/D2H_Mem_BW:4_miss,mem-bw/D2H_Mem_BW:5_miss,mem-bw/D2H_Mem_BW:6_miss,mem-bw/D2H_Mem_BW:7_miss,mem-bw/H2D_Mem_BW:0_miss,mem-bw/H2D_Mem_BW:1_miss,mem-bw/H2D_Mem_BW:2_miss,mem-bw/H2D_Mem_BW:3_miss,mem-bw/H2D_Mem_BW:4_miss,mem-bw/H2D_Mem_BW:5_miss,mem-bw/H2D_Mem_BW:6_miss,mem-bw/H2D_Mem_BW:7_miss,mem-bw/return_code(VAL: 1.0000 Rule:lambda x:x>0)", "kernel-launch/event_overhead:0": 0.0, "kernel-launch/event_overhead:1": -0.0016778523, "kernel-launch/event_overhead:2": -0.0654362416, "kernel-launch/event_overhead:3": -0.0771812081, "kernel-launch/event_overhead:4": -0.0067114094, "kernel-launch/event_overhead:5": -0.0117449664, "kernel-launch/event_overhead:6": -0.0402684564, "kernel-launch/event_overhead:7": -0.0100671141, "kernel-launch/return_code": 0, "kernel-launch/wall_overhead:0": 0, "kernel-launch/wall_overhead:1": 0, "kernel-launch/wall_overhead:2": 0.0194931774, "kernel-launch/wall_overhead:3": 0.022417154, "kernel-launch/wall_overhead:4": 0.0360623782, "kernel-launch/wall_overhead:5": -0.0194931774, "kernel-launch/wall_overhead:6": 0.0185185185, "kernel-launch/wall_overhead:7": 0.0438596491, "mem-bw/D2H_Mem_BW:0": "N/A", "mem-bw/D2H_Mem_BW:1": "N/A", "mem-bw/D2H_Mem_BW:2": "N/A", "mem-bw/D2H_Mem_BW:3": "N/A", "mem-bw/D2H_Mem_BW:4": "N/A", "mem-bw/D2H_Mem_BW:5": "N/A", "mem-bw/D2H_Mem_BW:6": "N/A", "mem-bw/D2H_Mem_BW:7": "N/A", "mem-bw/H2D_Mem_BW:0": "N/A", "mem-bw/H2D_Mem_BW:1": "N/A", "mem-bw/H2D_Mem_BW:2": "N/A", "mem-bw/H2D_Mem_BW:3": "N/A", "mem-bw/H2D_Mem_BW:4": "N/A", "mem-bw/H2D_Mem_BW:5": "N/A", "mem-bw/H2D_Mem_BW:6": "N/A", "mem-bw/H2D_Mem_BW:7": "N/A", "mem-bw/return_code": 1, "index": "sb-validation-03"}
tests/data/diagnosis_summary.md
View file @ 117e0adc
| index | Category | Defective Details | kernel-launch/event_overhead:0 | kernel-launch/event_overhead:1 | kernel-launch/event_overhead:2 | kernel-launch/event_overhead:3 | kernel-launch/event_overhead:4 | kernel-launch/event_overhead:5 | kernel-launch/event_overhead:6 | kernel-launch/event_overhead:7 | kernel-launch/return_code | kernel-launch/wall_overhead:0 | kernel-launch/wall_overhead:1 | kernel-launch/wall_overhead:2 | kernel-launch/wall_overhead:3 | kernel-launch/wall_overhead:4 | kernel-launch/wall_overhead:5 | kernel-launch/wall_overhead:6 | kernel-launch/wall_overhead:7 | mem-bw/D2H_Mem_BW:0 | mem-bw/D2H_Mem_BW:1 | mem-bw/D2H_Mem_BW:2 | mem-bw/D2H_Mem_BW:3 | mem-bw/D2H_Mem_BW:4 | mem-bw/D2H_Mem_BW:5 | mem-bw/D2H_Mem_BW:6 | mem-bw/D2H_Mem_BW:7 | mem-bw/H2D_Mem_BW:0 | mem-bw/H2D_Mem_BW:1 | mem-bw/H2D_Mem_BW:2 | mem-bw/H2D_Mem_BW:3 | mem-bw/H2D_Mem_BW:4 | mem-bw/H2D_Mem_BW:5 | mem-bw/H2D_Mem_BW:6 | mem-bw/H2D_Mem_BW:7 | mem-bw/return_code |
| --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- | --- |
| sb-validation-01 | KernelLaunch | kernel-launch/event_overhead:0(B/L: 0.0060 VAL: 0.1000 VAR: 1577.85% Rule:lambda x:x>0.05) | 1577.85% | -0.17% | -6.54% | -7.72% | -0.67% | -1.17% | -4.03% | -1.01% | 0.0 | 0.0% | 0.0% | 1.95% | 2.24% | 3.61% | -1.95% | 1.85% | 4.39% | 0.0% | 1.23% | 0.82% | 1.23% | 0.0% | 0.0% | -1.65% | 1.23% | 0.0% | 0.78% | 1.56% | 1.95% | 2.34% | 0.78% | -1.17% | 1.95% | 0.0 |
| sb-validation-03 | FailedTest | mem-bw/D2H_Mem_BW:0_miss,mem-bw/D2H_Mem_BW:1_miss,mem-bw/D2H_Mem_BW:2_miss,mem-bw/D2H_Mem_BW:3_miss,mem-bw/D2H_Mem_BW:4_miss,mem-bw/D2H_Mem_BW:5_miss,mem-bw/D2H_Mem_BW:6_miss,mem-bw/D2H_Mem_BW:7_miss,mem-bw/H2D_Mem_BW:0_miss,mem-bw/H2D_Mem_BW:1_miss,mem-bw/H2D_Mem_BW:2_miss,mem-bw/H2D_Mem_BW:3_miss,mem-bw/H2D_Mem_BW:4_miss,mem-bw/H2D_Mem_BW:5_miss,mem-bw/H2D_Mem_BW:6_miss,mem-bw/H2D_Mem_BW:7_miss,mem-bw/return_code(VAL: 1.0000 Rule:lambda x:x>0) | 0.0% | -0.17% | -6.54% | -7.72% | -0.67% | -1.17% | -4.03% | -1.01% | 0.0 | 0.0% | 0.0% | 1.95% | 2.24% | 3.61% | -1.95% | 1.85% | 4.39% | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 1.0 |
| sb-validation-01 | KernelLaunch | kernel-launch/event_overhead:0(B/L: 0.0060 VAL: 0.1000 VAR: 1577.85% Rule:lambda x:x>0.05) | 1577.85% | -0.17% | -6.54% | -7.72% | -0.67% | -1.17% | -4.03% | -1.01% | 0 | 0.0% | 0.0% | 1.95% | 2.24% | 3.61% | -1.95% | 1.85% | 4.39% | 0.0% | 1.23% | 0.82% | 1.23% | 0.0% | 0.0% | -1.65% | 1.23% | 0.0% | 0.78% | 1.56% | 1.95% | 2.34% | 0.78% | -1.17% | 1.95% | 0 |
| sb-validation-03 | FailedTest | mem-bw/D2H_Mem_BW:0_miss,mem-bw/D2H_Mem_BW:1_miss,mem-bw/D2H_Mem_BW:2_miss,mem-bw/D2H_Mem_BW:3_miss,mem-bw/D2H_Mem_BW:4_miss,mem-bw/D2H_Mem_BW:5_miss,mem-bw/D2H_Mem_BW:6_miss,mem-bw/D2H_Mem_BW:7_miss,mem-bw/H2D_Mem_BW:0_miss,mem-bw/H2D_Mem_BW:1_miss,mem-bw/H2D_Mem_BW:2_miss,mem-bw/H2D_Mem_BW:3_miss,mem-bw/H2D_Mem_BW:4_miss,mem-bw/H2D_Mem_BW:5_miss,mem-bw/H2D_Mem_BW:6_miss,mem-bw/H2D_Mem_BW:7_miss,mem-bw/return_code(VAL: 1.0000 Rule:lambda x:x>0) | 0.0% | -0.17% | -6.54% | -7.72% | -0.67% | -1.17% | -4.03% | -1.01% | 0 | 0.0% | 0.0% | 1.95% | 2.24% | 3.61% | -1.95% | 1.85% | 4.39% | N/A | N/A | N/A | N/A | N/A | N/A | N/A | N/A | N/A | N/A | N/A | N/A | N/A | N/A | N/A | N/A | 1 |
tests/data/diagnosis_summary_json.json
View file @ 117e0adc
......@@ -11,24 +11,24 @@
"kernel-launch/event_overhead:5": -0.0117449664,
"kernel-launch/event_overhead:6": -0.0402684564,
"kernel-launch/event_overhead:7": -0.0100671141,
"kernel-launch/return_code": 0.0,
"kernel-launch/wall_overhead:0": 0.0,
"kernel-launch/wall_overhead:1": 0.0,
"kernel-launch/return_code": 0,
"kernel-launch/wall_overhead:0": 0,
"kernel-launch/wall_overhead:1": 0,
"kernel-launch/wall_overhead:2": 0.0194931774,
"kernel-launch/wall_overhead:3": 0.022417154,
"kernel-launch/wall_overhead:4": 0.0360623782,
"kernel-launch/wall_overhead:5": -0.0194931774,
"kernel-launch/wall_overhead:6": 0.0185185185,
"kernel-launch/wall_overhead:7": 0.0438596491,
"mem-bw/D2H_Mem_BW:0": 0.0,
"mem-bw/D2H_Mem_BW:0": 0,
"mem-bw/D2H_Mem_BW:1": 0.012345679,
"mem-bw/D2H_Mem_BW:2": 0.0082304527,
"mem-bw/D2H_Mem_BW:3": 0.012345679,
"mem-bw/D2H_Mem_BW:4": 0.0,
"mem-bw/D2H_Mem_BW:5": 0.0,
"mem-bw/D2H_Mem_BW:4": 0,
"mem-bw/D2H_Mem_BW:5": 0,
"mem-bw/D2H_Mem_BW:6": -0.0164609053,
"mem-bw/D2H_Mem_BW:7": 0.012345679,
"mem-bw/H2D_Mem_BW:0": 0.0,
"mem-bw/H2D_Mem_BW:0": 0,
"mem-bw/H2D_Mem_BW:1": 0.0078125,
"mem-bw/H2D_Mem_BW:2": 0.015625,
"mem-bw/H2D_Mem_BW:3": 0.01953125,
......@@ -36,7 +36,7 @@
"mem-bw/H2D_Mem_BW:5": 0.0078125,
"mem-bw/H2D_Mem_BW:6": -0.01171875,
"mem-bw/H2D_Mem_BW:7": 0.01953125,
"mem-bw/return_code": 0.0
"mem-bw/return_code": 0
},
{
"index": "sb-validation-03",
......@@ -50,31 +50,31 @@
"kernel-launch/event_overhead:5": -0.0117449664,
"kernel-launch/event_overhead:6": -0.0402684564,
"kernel-launch/event_overhead:7": -0.0100671141,
"kernel-launch/return_code": 0.0,
"kernel-launch/wall_overhead:0": 0.0,
"kernel-launch/wall_overhead:1": 0.0,
"kernel-launch/return_code": 0,
"kernel-launch/wall_overhead:0": 0,
"kernel-launch/wall_overhead:1": 0,
"kernel-launch/wall_overhead:2": 0.0194931774,
"kernel-launch/wall_overhead:3": 0.022417154,
"kernel-launch/wall_overhead:4": 0.0360623782,
"kernel-launch/wall_overhead:5": -0.0194931774,
"kernel-launch/wall_overhead:6": 0.0185185185,
"kernel-launch/wall_overhead:7": 0.0438596491,
"mem-bw/D2H_Mem_BW:0": null,
"mem-bw/D2H_Mem_BW:1": null,
"mem-bw/D2H_Mem_BW:2": null,
"mem-bw/D2H_Mem_BW:3": null,
"mem-bw/D2H_Mem_BW:4": null,
"mem-bw/D2H_Mem_BW:5": null,
"mem-bw/D2H_Mem_BW:6": null,
"mem-bw/D2H_Mem_BW:7": null,
"mem-bw/H2D_Mem_BW:0": null,
"mem-bw/H2D_Mem_BW:1": null,
"mem-bw/H2D_Mem_BW:2": null,
"mem-bw/H2D_Mem_BW:3": null,
"mem-bw/H2D_Mem_BW:4": null,
"mem-bw/H2D_Mem_BW:5": null,
"mem-bw/H2D_Mem_BW:6": null,
"mem-bw/H2D_Mem_BW:7": null,
"mem-bw/return_code": 1.0
"mem-bw/D2H_Mem_BW:0": "N/A",
"mem-bw/D2H_Mem_BW:1": "N/A",
"mem-bw/D2H_Mem_BW:2": "N/A",
"mem-bw/D2H_Mem_BW:3": "N/A",
"mem-bw/D2H_Mem_BW:4": "N/A",
"mem-bw/D2H_Mem_BW:5": "N/A",
"mem-bw/D2H_Mem_BW:6": "N/A",
"mem-bw/D2H_Mem_BW:7": "N/A",
"mem-bw/H2D_Mem_BW:0": "N/A",
"mem-bw/H2D_Mem_BW:1": "N/A",
"mem-bw/H2D_Mem_BW:2": "N/A",
"mem-bw/H2D_Mem_BW:3": "N/A",
"mem-bw/H2D_Mem_BW:4": "N/A",
"mem-bw/H2D_Mem_BW:5": "N/A",
"mem-bw/H2D_Mem_BW:6": "N/A",
"mem-bw/H2D_Mem_BW:7": "N/A",
"mem-bw/return_code": 1
}
]
\ No newline at end of file
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