New simple_charts utility
Signed-off-by: colramos-amd <colramos@amd.com>
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##############################################################################bl
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# MIT License
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#
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# Copyright (c) 2021 - 2023 Advanced Micro Devices, Inc. All Rights Reserved.
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#
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# Permission is hereby granted, free of charge, to any person obtaining a copy
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# of this software and associated documentation files (the "Software"), to deal
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# in the Software without restriction, including without limitation the rights
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# to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
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# copies of the Software, and to permit persons to whom the Software is
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# furnished to do so, subject to the following conditions:
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#
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# The above copyright notice and this permission notice shall be included in all
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# copies or substantial portions of the Software.
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#
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# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
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# IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
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# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
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# AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
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# LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
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# OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
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# SOFTWARE.
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##############################################################################el
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import plotly.express as px
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import pandas as pd
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# Notes:
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# This file includes implementation of a few simple but common charts in CLI.
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# We try to auto-size the layout to cover most of the cases as default. If it
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# doesn't work, apply style config in yaml for each dashboard.
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def simple_bar(df, title: str = None, id=None, style: dict = None, orientation="h"):
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"""
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Plot data with simple bar chart
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"""
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# TODO: handle None properly
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if "Metric" in df.columns and ("Count" in df.columns or "Value" in df.columns):
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detected_label = "Count" if "Count" in df.columns else "Value"
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df[detected_label] = [
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x.astype(int) if x != "" else int(0) for x in df[detected_label]
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]
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else:
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raise NameError("simple_bar: No Metric or Count in df columns!")
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# Assign figure characteristics
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range_color = style.get("range_color", None)
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label_txt = style.get("label_txt", None)
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xrange = style.get("xrange", None)
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if label_txt is not None:
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label_txt = label_txt.strip("()")
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try:
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label_txt = label_txt.replace("+ $normUnit", df["Unit"][0])
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except KeyError:
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print("No units found in df. Auto labeling.")
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# Overrides for figure chatacteristics
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if id == 1701.1:
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label_txt = "%"
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range_color = [0, 100]
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xrange = [0, 110]
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if id == 1701.2:
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label_txt = "Gb/s"
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range_color = [0, 1638]
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xrange = [0, 1638]
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fig = px.bar(
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df,
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title=title,
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x=detected_label,
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y="Metric",
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color=detected_label,
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range_color=range_color,
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labels={detected_label: label_txt},
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orientation=orientation,
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).update_xaxes(range=xrange)
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return fig
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def simple_multi_bar(df, title=None, id=None):
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"""
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Plot data with simple multiple bar chart
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"""
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# TODO: handle Nan and None properly
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if "Metric" in df.columns and "Avg" in df.columns:
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df["Avg"] = [x.astype(int) if x != "" else int(0) for x in df["Avg"]]
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else:
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raise NameError("simple_multi_bar: No Metric or Count in df columns!")
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dfigs = []
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nested_bar = {}
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df_unit = df["Unit"][0]
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if id == 1604:
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nested_bar = {"NC": {}, "UC": {}, "RW": {}, "CC": {}}
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for index, row in df.iterrows():
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nested_bar[row["Coherency"]][row["Xfer"]] = row["Avg"]
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if id == 1704:
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nested_bar = {"Read": {}, "Write": {}}
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for index, row in df.iterrows():
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nested_bar[row["Transaction"]][row["Type"]] = row["Avg"]
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for group, metric in nested_bar.items():
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dfigs.append(
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px.bar(
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title=group,
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x=metric.values(),
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y=metric.keys(),
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labels={"x": df_unit, "y": ""},
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text=metric.values(),
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)
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.update_xaxes(showgrid=False, rangemode="nonnegative")
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.update_yaxes(showgrid=False)
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)
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return dfigs
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