2024-02-20 13:42:40 Publish script update

data/time_of_day_plots.csv

@@ -475,6 +475,208 @@ plot_object,header,plot_json,description,df,arguments
                          'title': {'text': 'Time of day'}},
                'yaxis': {'anchor': 'x', 'domain': [0.0, 1.0], 'title': {'text': 'Execution Time (s)'}}}
 })",Time of the day plot for different providers,"{""data"":[{""hovertemplate"":""Provider=Hugging Face Inference Endpoint\u003cbr\u003eTime of day=%{x}\u003cbr\u003eExecution Time (s)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""Hugging Face Inference Endpoint"",""line"":{""color"":""#636efa"",""dash"":""solid""},""marker"":{""symbol"":""circle""},""mode"":""lines+markers"",""name"":""Hugging Face Inference Endpoint"",""orientation"":""v"",""showlegend"":true,""x"":[""morning"",""afternoon"",""late afternoon"",""evening"",""late evening"",""midnight""],""xaxis"":""x"",""y"":[3.734026002883911,3.228973722457886,3.2048643112182615,3.397640073299408,3.389284573495388,1.9149879813194275],""yaxis"":""y"",""type"":""scatter""},{""hovertemplate"":""Provider=Together AI\u003cbr\u003eTime of day=%{x}\u003cbr\u003eExecution Time (s)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""Together 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of day""},""categoryorder"":""array"",""categoryarray"":[""early morning"",""morning"",""afternoon"",""late afternoon"",""evening"",""late evening"",""midnight"",""night""]},""yaxis"":{""anchor"":""x"",""domain"":[0.0,1.0],""title"":{""text"":""Execution Time (s)""}},""legend"":{""title"":{""text"":""Provider""},""tracegroupgap"":0},""title"":{""text"":""Execution time for different times of the day for different providers""}}}",To compare providers we checked execution times for the same model `Mistral (7B) Instruct v0.2` on both Hugging Face and Together AI.,,
+"Figure({
+    'data': [{'alignmentgroup': 'True',
+              'hovertemplate': 'Model=%{y}<br>Execution time peak-to-peak amplitude (s)=%{x}<extra></extra>',
+              'legendgroup': 'Mistral (7B) Instruct v0.2 (Together AI)',
+              'marker': {'color': '#636efa', 'pattern': {'shape': ''}},
+              'name': 'Mistral (7B) Instruct v0.2 (Together AI)',
+              'offsetgroup': 'Mistral (7B) Instruct v0.2 (Together AI)',
+              'orientation': 'h',
+              'showlegend': True,
+              'textposition': 'auto',
+              'type': 'bar',
+              'x': array([3.49785022]),
+              'xaxis': 'x',
+              'y': array(['Mistral (7B) Instruct v0.2 (Together AI)'], dtype=object),
+              'yaxis': 'y'},
+             {'alignmentgroup': 'True',
+              'hovertemplate': 'Model=%{y}<br>Execution time peak-to-peak amplitude (s)=%{x}<extra></extra>',
+              'legendgroup': 'Mistral-7B-Instruct-v0.2',
+              'marker': {'color': '#EF553B', 'pattern': {'shape': ''}},
+              'name': 'Mistral-7B-Instruct-v0.2',
+              'offsetgroup': 'Mistral-7B-Instruct-v0.2',
+              'orientation': 'h',
+              'showlegend': True,
+              'textposition': 'auto',
+              'type': 'bar',
+              'x': array([1.81903802]),
+              'xaxis': 'x',
+              'y': array(['Mistral-7B-Instruct-v0.2'], dtype=object),
+              'yaxis': 'y'},
+             {'alignmentgroup': 'True',
+              'hovertemplate': 'Model=%{y}<br>Execution time peak-to-peak amplitude (s)=%{x}<extra></extra>',
+              'legendgroup': 'Mixtral-8x7B-Instruct-v0.1',
+              'marker': {'color': '#00cc96', 'pattern': {'shape': ''}},
+              'name': 'Mixtral-8x7B-Instruct-v0.1',
+              'offsetgroup': 'Mixtral-8x7B-Instruct-v0.1',
+              'orientation': 'h',
+              'showlegend': True,
+              'textposition': 'auto',
+              'type': 'bar',
+              'x': array([2.15833553]),
+              'xaxis': 'x',
+              'y': array(['Mixtral-8x7B-Instruct-v0.1'], dtype=object),
+              'yaxis': 'y'},
+             {'alignmentgroup': 'True',
+              'hovertemplate': 'Model=%{y}<br>Execution time peak-to-peak amplitude (s)=%{x}<extra></extra>',
+              'legendgroup': 'TinyLlama/TinyLlama-1.1B-Chat-v1.0',
+              'marker': {'color': '#ab63fa', 'pattern': {'shape': ''}},
+              'name': 'TinyLlama/TinyLlama-1.1B-Chat-v1.0',
+              'offsetgroup': 'TinyLlama/TinyLlama-1.1B-Chat-v1.0',
+              'orientation': 'h',
+              'showlegend': True,
+              'textposition': 'auto',
+              'type': 'bar',
+              'x': array([0.43979257]),
+              'xaxis': 'x',
+              'y': array(['TinyLlama/TinyLlama-1.1B-Chat-v1.0'], dtype=object),
+              'yaxis': 'y'},
+             {'alignmentgroup': 'True',
+              'hovertemplate': 'Model=%{y}<br>Execution time peak-to-peak amplitude (s)=%{x}<extra></extra>',
+              'legendgroup': 'chat-bison (PaLM 2)',
+              'marker': {'color': '#FFA15A', 'pattern': {'shape': ''}},
+              'name': 'chat-bison (PaLM 2)',
+              'offsetgroup': 'chat-bison (PaLM 2)',
+              'orientation': 'h',
+              'showlegend': True,
+              'textposition': 'auto',
+              'type': 'bar',
+              'x': array([0.57859725]),
+              'xaxis': 'x',
+              'y': array(['chat-bison (PaLM 2)'], dtype=object),
+              'yaxis': 'y'},
+             {'alignmentgroup': 'True',
+              'hovertemplate': 'Model=%{y}<br>Execution time peak-to-peak amplitude (s)=%{x}<extra></extra>',
+              'legendgroup': 'chat-bison-32k (PaLM 2 32K)',
+              'marker': {'color': '#19d3f3', 'pattern': {'shape': ''}},
+              'name': 'chat-bison-32k (PaLM 2 32K)',
+              'offsetgroup': 'chat-bison-32k (PaLM 2 32K)',
+              'orientation': 'h',
+              'showlegend': True,
+              'textposition': 'auto',
+              'type': 'bar',
+              'x': array([4.63668088]),
+              'xaxis': 'x',
+              'y': array(['chat-bison-32k (PaLM 2 32K)'], dtype=object),
+              'yaxis': 'y'},
+             {'alignmentgroup': 'True',
+              'hovertemplate': 'Model=%{y}<br>Execution time peak-to-peak amplitude (s)=%{x}<extra></extra>',
+              'legendgroup': 'gemini-pro',
+              'marker': {'color': '#FF6692', 'pattern': {'shape': ''}},
+              'name': 'gemini-pro',
+              'offsetgroup': 'gemini-pro',
+              'orientation': 'h',
+              'showlegend': True,
+              'textposition': 'auto',
+              'type': 'bar',
+              'x': array([1.22121996]),
+              'xaxis': 'x',
+              'y': array(['gemini-pro'], dtype=object),
+              'yaxis': 'y'},
+             {'alignmentgroup': 'True',
+              'hovertemplate': 'Model=%{y}<br>Execution time peak-to-peak amplitude (s)=%{x}<extra></extra>',
+              'legendgroup': 'gpt-3.5-turbo',
+              'marker': {'color': '#B6E880', 'pattern': {'shape': ''}},
+              'name': 'gpt-3.5-turbo',
+              'offsetgroup': 'gpt-3.5-turbo',
+              'orientation': 'h',
+              'showlegend': True,
+              'textposition': 'auto',
+              'type': 'bar',
+              'x': array([2.93669904]),
+              'xaxis': 'x',
+              'y': array(['gpt-3.5-turbo'], dtype=object),
+              'yaxis': 'y'},
+             {'alignmentgroup': 'True',
+              'hovertemplate': 'Model=%{y}<br>Execution time peak-to-peak amplitude (s)=%{x}<extra></extra>',
+              'legendgroup': 'gpt-4',
+              'marker': {'color': '#FF97FF', 'pattern': {'shape': ''}},
+              'name': 'gpt-4',
+              'offsetgroup': 'gpt-4',
+              'orientation': 'h',
+              'showlegend': True,
+              'textposition': 'auto',
+              'type': 'bar',
+              'x': array([4.44825876]),
+              'xaxis': 'x',
+              'y': array(['gpt-4'], dtype=object),
+              'yaxis': 'y'},
+             {'alignmentgroup': 'True',
+              'hovertemplate': 'Model=%{y}<br>Execution time peak-to-peak amplitude (s)=%{x}<extra></extra>',
+              'legendgroup': 'gpt-4-turbo',
+              'marker': {'color': '#FECB52', 'pattern': {'shape': ''}},
+              'name': 'gpt-4-turbo',
+              'offsetgroup': 'gpt-4-turbo',
+              'orientation': 'h',
+              'showlegend': True,
+              'textposition': 'auto',
+              'type': 'bar',
+              'x': array([10.76529062]),
+              'xaxis': 'x',
+              'y': array(['gpt-4-turbo'], dtype=object),
+              'yaxis': 'y'},
+             {'alignmentgroup': 'True',
+              'hovertemplate': 'Model=%{y}<br>Execution time peak-to-peak amplitude (s)=%{x}<extra></extra>',
+              'legendgroup': 'llama-2-70b-chat',
+              'marker': {'color': '#636efa', 'pattern': {'shape': ''}},
+              'name': 'llama-2-70b-chat',
+              'offsetgroup': 'llama-2-70b-chat',
+              'orientation': 'h',
+              'showlegend': True,
+              'textposition': 'auto',
+              'type': 'bar',
+              'x': array([1.89313024]),
+              'xaxis': 'x',
+              'y': array(['llama-2-70b-chat'], dtype=object),
+              'yaxis': 'y'},
+             {'alignmentgroup': 'True',
+              'hovertemplate': 'Model=%{y}<br>Execution time peak-to-peak amplitude (s)=%{x}<extra></extra>',
+              'legendgroup': 'zephyr-7b-beta',
+              'marker': {'color': '#EF553B', 'pattern': {'shape': ''}},
+              'name': 'zephyr-7b-beta',
+              'offsetgroup': 'zephyr-7b-beta',
+              'orientation': 'h',
+              'showlegend': True,
+              'textposition': 'auto',
+              'type': 'bar',
+              'x': array([0.60309041]),
+              'xaxis': 'x',
+              'y': array(['zephyr-7b-beta'], dtype=object),
+              'yaxis': 'y'}],
+    'layout': {'barmode': 'relative',
+               'legend': {'title': {'text': 'Model'}, 'tracegroupgap': 0},
+               'template': '...',
+               'title': {'text': 'Execution time amplitude during the day'},
+               'xaxis': {'anchor': 'y',
+                         'domain': [0.0, 1.0],
+                         'title': {'text': 'Execution time peak-to-peak amplitude (s)'}},
+               'yaxis': {'anchor': 'x',
+                         'categoryarray': [zephyr-7b-beta, llama-2-70b-chat,
+                                           gpt-4-turbo, gpt-4, gpt-3.5-turbo,
+                                           gemini-pro, chat-bison-32k (PaLM 2 32K),
+                                           chat-bison (PaLM 2),
+                                           TinyLlama/TinyLlama-1.1B-Chat-v1.0,
+                                           Mixtral-8x7B-Instruct-v0.1,
+                                           Mistral-7B-Instruct-v0.2, Mistral (7B)
+                                           Instruct v0.2 (Together AI)],
+                         'categoryorder': 'array',
+                         'domain': [0.0, 1.0],
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