Spaces:
Running
Running
Commit
·
1a7567e
1
Parent(s):
46c6a41
2024-01-26 15:19:42 Publish script update
Browse files- app.py +1 -1
- data/2024-01-26 11:01:41.169428_general_plot.csv +398 -0
- data/2024-01-26 11:04:35.555342_general_plot.csv +398 -0
- data/2024-01-26 11:06:20.415218_general_plot.csv +398 -0
- data/2024-01-26 11:19:58.683853_general_plot.csv +398 -0
- data/2024-01-26 11:20:49.179382_general_plot.csv +398 -0
- data/2024-01-26 11:22:32.771167_general_plot.csv +398 -0
- pipeline/config.py +3 -3
- pipeline/models.py +2 -2
app.py
CHANGED
|
@@ -22,7 +22,7 @@ Models are asked to summarize a text in different languages and using different
|
|
| 22 |
|
| 23 |
summary_df: pd.DataFrame = pd.read_csv("data/2024-01-25 13:30:17.207984_summary.csv")
|
| 24 |
time_of_day_comparison_df = pd.read_csv("data/2024-01-25 13:30:20.959750_time_of_day_comparison.csv")
|
| 25 |
-
general_plots = pd.read_csv("data/2024-01-
|
| 26 |
|
| 27 |
|
| 28 |
with open("data/time_of_day_plot.json", "r") as f:
|
|
|
|
| 22 |
|
| 23 |
summary_df: pd.DataFrame = pd.read_csv("data/2024-01-25 13:30:17.207984_summary.csv")
|
| 24 |
time_of_day_comparison_df = pd.read_csv("data/2024-01-25 13:30:20.959750_time_of_day_comparison.csv")
|
| 25 |
+
general_plots = pd.read_csv("data/2024-01-26 11:22:32.771167_general_plot.csv")
|
| 26 |
|
| 27 |
|
| 28 |
with open("data/time_of_day_plot.json", "r") as f:
|
data/2024-01-26 11:01:41.169428_general_plot.csv
ADDED
|
@@ -0,0 +1,398 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
path,plot_object,description,comment,plot_json
|
| 2 |
+
./html/plots/response_times.html,"Figure({
|
| 3 |
+
'data': [{'alignmentgroup': 'True',
|
| 4 |
+
'hovertemplate': 'Model=%{x}<br>Execution time (s)=%{y}<extra></extra>',
|
| 5 |
+
'legendgroup': 'Mistral-7B-Instruct-v0.2',
|
| 6 |
+
'marker': {'color': '#636efa', 'pattern': {'shape': ''}},
|
| 7 |
+
'name': 'Mistral-7B-Instruct-v0.2',
|
| 8 |
+
'offsetgroup': 'Mistral-7B-Instruct-v0.2',
|
| 9 |
+
'orientation': 'v',
|
| 10 |
+
'showlegend': True,
|
| 11 |
+
'textposition': 'auto',
|
| 12 |
+
'type': 'bar',
|
| 13 |
+
'x': array(['Mistral-7B-Instruct-v0.2'], dtype=object),
|
| 14 |
+
'xaxis': 'x',
|
| 15 |
+
'y': array([3.17454003]),
|
| 16 |
+
'yaxis': 'y'},
|
| 17 |
+
{'alignmentgroup': 'True',
|
| 18 |
+
'hovertemplate': 'Model=%{x}<br>Execution time (s)=%{y}<extra></extra>',
|
| 19 |
+
'legendgroup': 'Mixtral-8x7B-Instruct-v0.1',
|
| 20 |
+
'marker': {'color': '#EF553B', 'pattern': {'shape': ''}},
|
| 21 |
+
'name': 'Mixtral-8x7B-Instruct-v0.1',
|
| 22 |
+
'offsetgroup': 'Mixtral-8x7B-Instruct-v0.1',
|
| 23 |
+
'orientation': 'v',
|
| 24 |
+
'showlegend': True,
|
| 25 |
+
'textposition': 'auto',
|
| 26 |
+
'type': 'bar',
|
| 27 |
+
'x': array(['Mixtral-8x7B-Instruct-v0.1'], dtype=object),
|
| 28 |
+
'xaxis': 'x',
|
| 29 |
+
'y': array([7.14219763]),
|
| 30 |
+
'yaxis': 'y'},
|
| 31 |
+
{'alignmentgroup': 'True',
|
| 32 |
+
'hovertemplate': 'Model=%{x}<br>Execution time (s)=%{y}<extra></extra>',
|
| 33 |
+
'legendgroup': 'TinyLlama/TinyLlama-1.1B-Chat-v1.0',
|
| 34 |
+
'marker': {'color': '#00cc96', 'pattern': {'shape': ''}},
|
| 35 |
+
'name': 'TinyLlama/TinyLlama-1.1B-Chat-v1.0',
|
| 36 |
+
'offsetgroup': 'TinyLlama/TinyLlama-1.1B-Chat-v1.0',
|
| 37 |
+
'orientation': 'v',
|
| 38 |
+
'showlegend': True,
|
| 39 |
+
'textposition': 'auto',
|
| 40 |
+
'type': 'bar',
|
| 41 |
+
'x': array(['TinyLlama/TinyLlama-1.1B-Chat-v1.0'], dtype=object),
|
| 42 |
+
'xaxis': 'x',
|
| 43 |
+
'y': array([1.29026454]),
|
| 44 |
+
'yaxis': 'y'},
|
| 45 |
+
{'alignmentgroup': 'True',
|
| 46 |
+
'hovertemplate': 'Model=%{x}<br>Execution time (s)=%{y}<extra></extra>',
|
| 47 |
+
'legendgroup': 'chat-bison',
|
| 48 |
+
'marker': {'color': '#ab63fa', 'pattern': {'shape': ''}},
|
| 49 |
+
'name': 'chat-bison',
|
| 50 |
+
'offsetgroup': 'chat-bison',
|
| 51 |
+
'orientation': 'v',
|
| 52 |
+
'showlegend': True,
|
| 53 |
+
'textposition': 'auto',
|
| 54 |
+
'type': 'bar',
|
| 55 |
+
'x': array(['chat-bison'], dtype=object),
|
| 56 |
+
'xaxis': 'x',
|
| 57 |
+
'y': array([3.89024363]),
|
| 58 |
+
'yaxis': 'y'},
|
| 59 |
+
{'alignmentgroup': 'True',
|
| 60 |
+
'hovertemplate': 'Model=%{x}<br>Execution time (s)=%{y}<extra></extra>',
|
| 61 |
+
'legendgroup': 'chat-bison-32k',
|
| 62 |
+
'marker': {'color': '#FFA15A', 'pattern': {'shape': ''}},
|
| 63 |
+
'name': 'chat-bison-32k',
|
| 64 |
+
'offsetgroup': 'chat-bison-32k',
|
| 65 |
+
'orientation': 'v',
|
| 66 |
+
'showlegend': True,
|
| 67 |
+
'textposition': 'auto',
|
| 68 |
+
'type': 'bar',
|
| 69 |
+
'x': array(['chat-bison-32k'], dtype=object),
|
| 70 |
+
'xaxis': 'x',
|
| 71 |
+
'y': array([4.12817777]),
|
| 72 |
+
'yaxis': 'y'},
|
| 73 |
+
{'alignmentgroup': 'True',
|
| 74 |
+
'hovertemplate': 'Model=%{x}<br>Execution time (s)=%{y}<extra></extra>',
|
| 75 |
+
'legendgroup': 'gemini-pro',
|
| 76 |
+
'marker': {'color': '#19d3f3', 'pattern': {'shape': ''}},
|
| 77 |
+
'name': 'gemini-pro',
|
| 78 |
+
'offsetgroup': 'gemini-pro',
|
| 79 |
+
'orientation': 'v',
|
| 80 |
+
'showlegend': True,
|
| 81 |
+
'textposition': 'auto',
|
| 82 |
+
'type': 'bar',
|
| 83 |
+
'x': array(['gemini-pro'], dtype=object),
|
| 84 |
+
'xaxis': 'x',
|
| 85 |
+
'y': array([4.72138064]),
|
| 86 |
+
'yaxis': 'y'},
|
| 87 |
+
{'alignmentgroup': 'True',
|
| 88 |
+
'hovertemplate': 'Model=%{x}<br>Execution time (s)=%{y}<extra></extra>',
|
| 89 |
+
'legendgroup': 'gpt-3.5-turbo',
|
| 90 |
+
'marker': {'color': '#FF6692', 'pattern': {'shape': ''}},
|
| 91 |
+
'name': 'gpt-3.5-turbo',
|
| 92 |
+
'offsetgroup': 'gpt-3.5-turbo',
|
| 93 |
+
'orientation': 'v',
|
| 94 |
+
'showlegend': True,
|
| 95 |
+
'textposition': 'auto',
|
| 96 |
+
'type': 'bar',
|
| 97 |
+
'x': array(['gpt-3.5-turbo'], dtype=object),
|
| 98 |
+
'xaxis': 'x',
|
| 99 |
+
'y': array([5.28237349]),
|
| 100 |
+
'yaxis': 'y'},
|
| 101 |
+
{'alignmentgroup': 'True',
|
| 102 |
+
'hovertemplate': 'Model=%{x}<br>Execution time (s)=%{y}<extra></extra>',
|
| 103 |
+
'legendgroup': 'gpt-4',
|
| 104 |
+
'marker': {'color': '#B6E880', 'pattern': {'shape': ''}},
|
| 105 |
+
'name': 'gpt-4',
|
| 106 |
+
'offsetgroup': 'gpt-4',
|
| 107 |
+
'orientation': 'v',
|
| 108 |
+
'showlegend': True,
|
| 109 |
+
'textposition': 'auto',
|
| 110 |
+
'type': 'bar',
|
| 111 |
+
'x': array(['gpt-4'], dtype=object),
|
| 112 |
+
'xaxis': 'x',
|
| 113 |
+
'y': array([15.52184566]),
|
| 114 |
+
'yaxis': 'y'},
|
| 115 |
+
{'alignmentgroup': 'True',
|
| 116 |
+
'hovertemplate': 'Model=%{x}<br>Execution time (s)=%{y}<extra></extra>',
|
| 117 |
+
'legendgroup': 'gpt-4-turbo',
|
| 118 |
+
'marker': {'color': '#FF97FF', 'pattern': {'shape': ''}},
|
| 119 |
+
'name': 'gpt-4-turbo',
|
| 120 |
+
'offsetgroup': 'gpt-4-turbo',
|
| 121 |
+
'orientation': 'v',
|
| 122 |
+
'showlegend': True,
|
| 123 |
+
'textposition': 'auto',
|
| 124 |
+
'type': 'bar',
|
| 125 |
+
'x': array(['gpt-4-turbo'], dtype=object),
|
| 126 |
+
'xaxis': 'x',
|
| 127 |
+
'y': array([14.00852903]),
|
| 128 |
+
'yaxis': 'y'},
|
| 129 |
+
{'alignmentgroup': 'True',
|
| 130 |
+
'hovertemplate': 'Model=%{x}<br>Execution time (s)=%{y}<extra></extra>',
|
| 131 |
+
'legendgroup': 'llama-2-70b-chat',
|
| 132 |
+
'marker': {'color': '#FECB52', 'pattern': {'shape': ''}},
|
| 133 |
+
'name': 'llama-2-70b-chat',
|
| 134 |
+
'offsetgroup': 'llama-2-70b-chat',
|
| 135 |
+
'orientation': 'v',
|
| 136 |
+
'showlegend': True,
|
| 137 |
+
'textposition': 'auto',
|
| 138 |
+
'type': 'bar',
|
| 139 |
+
'x': array(['llama-2-70b-chat'], dtype=object),
|
| 140 |
+
'xaxis': 'x',
|
| 141 |
+
'y': array([6.0658799]),
|
| 142 |
+
'yaxis': 'y'},
|
| 143 |
+
{'alignmentgroup': 'True',
|
| 144 |
+
'hovertemplate': 'Model=%{x}<br>Execution time (s)=%{y}<extra></extra>',
|
| 145 |
+
'legendgroup': 'zephyr-7b-beta',
|
| 146 |
+
'marker': {'color': '#636efa', 'pattern': {'shape': ''}},
|
| 147 |
+
'name': 'zephyr-7b-beta',
|
| 148 |
+
'offsetgroup': 'zephyr-7b-beta',
|
| 149 |
+
'orientation': 'v',
|
| 150 |
+
'showlegend': True,
|
| 151 |
+
'textposition': 'auto',
|
| 152 |
+
'type': 'bar',
|
| 153 |
+
'x': array(['zephyr-7b-beta'], dtype=object),
|
| 154 |
+
'xaxis': 'x',
|
| 155 |
+
'y': array([3.23879932]),
|
| 156 |
+
'yaxis': 'y'}],
|
| 157 |
+
'layout': {'barmode': 'relative',
|
| 158 |
+
'legend': {'title': {'text': 'Model'}, 'tracegroupgap': 0},
|
| 159 |
+
'template': '...',
|
| 160 |
+
'title': {'text': 'Model endpoints response times'},
|
| 161 |
+
'xaxis': {'anchor': 'y',
|
| 162 |
+
'categoryarray': [Mistral-7B-Instruct-v0.2,
|
| 163 |
+
Mixtral-8x7B-Instruct-v0.1,
|
| 164 |
+
TinyLlama/TinyLlama-1.1B-Chat-v1.0,
|
| 165 |
+
chat-bison, chat-bison-32k, gemini-pro,
|
| 166 |
+
gpt-3.5-turbo, gpt-4, gpt-4-turbo,
|
| 167 |
+
llama-2-70b-chat, zephyr-7b-beta],
|
| 168 |
+
'categoryorder': 'array',
|
| 169 |
+
'domain': [0.0, 1.0],
|
| 170 |
+
'title': {'text': 'Model'}},
|
| 171 |
+
'yaxis': {'anchor': 'x', 'domain': [0.0, 1.0], 'title': {'text': 'Execution time (s)'}}}
|
| 172 |
+
})",Model endpoints response times,,"{""data"":[{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution time (s)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""Mistral-7B-Instruct-v0.2"",""marker"":{""color"":""#636efa"",""pattern"":{""shape"":""""}},""name"":""Mistral-7B-Instruct-v0.2"",""offsetgroup"":""Mistral-7B-Instruct-v0.2"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""Mistral-7B-Instruct-v0.2""],""xaxis"":""x"",""y"":[3.174540030956268],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution time (s)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""Mixtral-8x7B-Instruct-v0.1"",""marker"":{""color"":""#EF553B"",""pattern"":{""shape"":""""}},""name"":""Mixtral-8x7B-Instruct-v0.1"",""offsetgroup"":""Mixtral-8x7B-Instruct-v0.1"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""Mixtral-8x7B-Instruct-v0.1""],""xaxis"":""x"",""y"":[7.142197625471814],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution time (s)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""TinyLlama\u002fTinyLlama-1.1B-Chat-v1.0"",""marker"":{""color"":""#00cc96"",""pattern"":{""shape"":""""}},""name"":""TinyLlama\u002fTinyLlama-1.1B-Chat-v1.0"",""offsetgroup"":""TinyLlama\u002fTinyLlama-1.1B-Chat-v1.0"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""TinyLlama\u002fTinyLlama-1.1B-Chat-v1.0""],""xaxis"":""x"",""y"":[1.2902645373344421],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution time (s)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""chat-bison"",""marker"":{""color"":""#ab63fa"",""pattern"":{""shape"":""""}},""name"":""chat-bison"",""offsetgroup"":""chat-bison"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""chat-bison""],""xaxis"":""x"",""y"":[3.890243631601334],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution time (s)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""chat-bison-32k"",""marker"":{""color"":""#FFA15A"",""pattern"":{""shape"":""""}},""name"":""chat-bison-32k"",""offsetgroup"":""chat-bison-32k"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""chat-bison-32k""],""xaxis"":""x"",""y"":[4.128177767992019],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution time (s)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""gemini-pro"",""marker"":{""color"":""#19d3f3"",""pattern"":{""shape"":""""}},""name"":""gemini-pro"",""offsetgroup"":""gemini-pro"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""gemini-pro""],""xaxis"":""x"",""y"":[4.72138064004937],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution time (s)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""gpt-3.5-turbo"",""marker"":{""color"":""#FF6692"",""pattern"":{""shape"":""""}},""name"":""gpt-3.5-turbo"",""offsetgroup"":""gpt-3.5-turbo"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""gpt-3.5-turbo""],""xaxis"":""x"",""y"":[5.282373493889353],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution time (s)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""gpt-4"",""marker"":{""color"":""#B6E880"",""pattern"":{""shape"":""""}},""name"":""gpt-4"",""offsetgroup"":""gpt-4"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""gpt-4""],""xaxis"":""x"",""y"":[15.5218456586202],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution time (s)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""gpt-4-turbo"",""marker"":{""color"":""#FF97FF"",""pattern"":{""shape"":""""}},""name"":""gpt-4-turbo"",""offsetgroup"":""gpt-4-turbo"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""gpt-4-turbo""],""xaxis"":""x"",""y"":[14.008529031276703],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution time (s)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""llama-2-70b-chat"",""marker"":{""color"":""#FECB52"",""pattern"":{""shape"":""""}},""name"":""llama-2-70b-chat"",""offsetgroup"":""llama-2-70b-chat"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""llama-2-70b-chat""],""xaxis"":""x"",""y"":[6.06587989590749],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution time (s)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""zephyr-7b-beta"",""marker"":{""color"":""#636efa"",""pattern"":{""shape"":""""}},""name"":""zephyr-7b-beta"",""offsetgroup"":""zephyr-7b-beta"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""zephyr-7b-beta""],""xaxis"":""x"",""y"":[3.2387993240356447],""yaxis"":""y"",""type"":""bar""}],""layout"":{""template"":{""data"":{""histogram2dcontour"":[{""type"":""histogram2dcontour"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""choropleth"":[{""type"":""choropleth"",""colorbar"":{""outlinewidth"":0,""ticks"":""""}}],""histogram2d"":[{""type"":""histogram2d"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""heatmap"":[{""type"":""heatmap"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""heatmapgl"":[{""type"":""heatmapgl"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""contourcarpet"":[{""type"":""contourcarpet"",""colorbar"":{""outlinewidth"":0,""ticks"":""""}}],""contour"":[{""type"":""contour"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""surface"":[{""type"":""surface"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""mesh3d"":[{""type"":""mesh3d"",""colorbar"":{""outlinewidth"":0,""ticks"":""""}}],""scatter"":[{""fillpattern"":{""fillmode"":""overlay"",""size"":10,""solidity"":0.2},""type"":""scatter""}],""parcoords"":[{""type"":""parcoords"",""line"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scatterpolargl"":[{""type"":""scatterpolargl"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""bar"":[{""error_x"":{""color"":""#2a3f5f""},""error_y"":{""color"":""#2a3f5f""},""marker"":{""line"":{""color"":""#E5ECF6"",""width"":0.5},""pattern"":{""fillmode"":""overlay"",""size"":10,""solidity"":0.2}},""type"":""bar""}],""scattergeo"":[{""type"":""scattergeo"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scatterpolar"":[{""type"":""scatterpolar"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""histogram"":[{""marker"":{""pattern"":{""fillmode"":""overlay"",""size"":10,""solidity"":0.2}},""type"":""histogram""}],""scattergl"":[{""type"":""scattergl"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scatter3d"":[{""type"":""scatter3d"",""line"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}},""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scattermapbox"":[{""type"":""scattermapbox"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scatterternary"":[{""type"":""scatterternary"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scattercarpet"":[{""type"":""scattercarpet"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""carpet"":[{""aaxis"":{""endlinecolor"":""#2a3f5f"",""gridcolor"":""white"",""linecolor"":""white"",""minorgridcolor"":""white"",""startlinecolor"":""#2a3f5f""},""baxis"":{""endlinecolor"":""#2a3f5f"",""gridcolor"":""white"",""linecolor"":""white"",""minorgridcolor"":""white"",""startlinecolor"":""#2a3f5f""},""type"":""carpet""}],""table"":[{""cells"":{""fill"":{""color"":""#EBF0F8""},""line"":{""color"":""white""}},""header"":{""fill"":{""color"":""#C8D4E3""},""line"":{""color"":""white""}},""type"":""table""}],""barpolar"":[{""marker"":{""line"":{""color"":""#E5ECF6"",""width"":0.5},""pattern"":{""fillmode"":""overlay"",""size"":10,""solidity"":0.2}},""type"":""barpolar""}],""pie"":[{""automargin"":true,""type"":""pie""}]},""layout"":{""autotypenumbers"":""strict"",""colorway"":[""#636efa"",""#EF553B"",""#00cc96"",""#ab63fa"",""#FFA15A"",""#19d3f3"",""#FF6692"",""#B6E880"",""#FF97FF"",""#FECB52""],""font"":{""color"":""#2a3f5f""},""hovermode"":""closest"",""hoverlabel"":{""align"":""left""},""paper_bgcolor"":""white"",""plot_bgcolor"":""#E5ECF6"",""polar"":{""bgcolor"":""#E5ECF6"",""angularaxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":""""},""radialaxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":""""}},""ternary"":{""bgcolor"":""#E5ECF6"",""aaxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":""""},""baxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":""""},""caxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":""""}},""coloraxis"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}},""colorscale"":{""sequential"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]],""sequentialminus"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]],""diverging"":[[0,""#8e0152""],[0.1,""#c51b7d""],[0.2,""#de77ae""],[0.3,""#f1b6da""],[0.4,""#fde0ef""],[0.5,""#f7f7f7""],[0.6,""#e6f5d0""],[0.7,""#b8e186""],[0.8,""#7fbc41""],[0.9,""#4d9221""],[1,""#276419""]]},""xaxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":"""",""title"":{""standoff"":15},""zerolinecolor"":""white"",""automargin"":true,""zerolinewidth"":2},""yaxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":"""",""title"":{""standoff"":15},""zerolinecolor"":""white"",""automargin"":true,""zerolinewidth"":2},""scene"":{""xaxis"":{""backgroundcolor"":""#E5ECF6"",""gridcolor"":""white"",""linecolor"":""white"",""showbackground"":true,""ticks"":"""",""zerolinecolor"":""white"",""gridwidth"":2},""yaxis"":{""backgroundcolor"":""#E5ECF6"",""gridcolor"":""white"",""linecolor"":""white"",""showbackground"":true,""ticks"":"""",""zerolinecolor"":""white"",""gridwidth"":2},""zaxis"":{""backgroundcolor"":""#E5ECF6"",""gridcolor"":""white"",""linecolor"":""white"",""showbackground"":true,""ticks"":"""",""zerolinecolor"":""white"",""gridwidth"":2}},""shapedefaults"":{""line"":{""color"":""#2a3f5f""}},""annotationdefaults"":{""arrowcolor"":""#2a3f5f"",""arrowhead"":0,""arrowwidth"":1},""geo"":{""bgcolor"":""white"",""landcolor"":""#E5ECF6"",""subunitcolor"":""white"",""showland"":true,""showlakes"":true,""lakecolor"":""white""},""title"":{""x"":0.05},""mapbox"":{""style"":""light""}}},""xaxis"":{""anchor"":""y"",""domain"":[0.0,1.0],""title"":{""text"":""Model""},""categoryorder"":""array"",""categoryarray"":[""Mistral-7B-Instruct-v0.2"",""Mixtral-8x7B-Instruct-v0.1"",""TinyLlama\u002fTinyLlama-1.1B-Chat-v1.0"",""chat-bison"",""chat-bison-32k"",""gemini-pro"",""gpt-3.5-turbo"",""gpt-4"",""gpt-4-turbo"",""llama-2-70b-chat"",""zephyr-7b-beta""]},""yaxis"":{""anchor"":""x"",""domain"":[0.0,1.0],""title"":{""text"":""Execution time (s)""}},""legend"":{""title"":{""text"":""Model""},""tracegroupgap"":0},""title"":{""text"":""Model endpoints response times""},""barmode"":""relative""}}"
|
| 173 |
+
./html/plots/execution_costs.html,"Figure({
|
| 174 |
+
'data': [{'alignmentgroup': 'True',
|
| 175 |
+
'hovertemplate': 'Model=%{x}<br>Execution cost ($)=%{y}<extra></extra>',
|
| 176 |
+
'legendgroup': 'gpt-3.5-turbo',
|
| 177 |
+
'marker': {'color': '#636efa', 'pattern': {'shape': ''}},
|
| 178 |
+
'name': 'gpt-3.5-turbo',
|
| 179 |
+
'offsetgroup': 'gpt-3.5-turbo',
|
| 180 |
+
'orientation': 'v',
|
| 181 |
+
'showlegend': True,
|
| 182 |
+
'textposition': 'auto',
|
| 183 |
+
'type': 'bar',
|
| 184 |
+
'x': array(['gpt-3.5-turbo', 'gpt-3.5-turbo'], dtype=object),
|
| 185 |
+
'xaxis': 'x',
|
| 186 |
+
'y': array([0.144438, 0.144438]),
|
| 187 |
+
'yaxis': 'y'},
|
| 188 |
+
{'alignmentgroup': 'True',
|
| 189 |
+
'hovertemplate': 'Model=%{x}<br>Execution cost ($)=%{y}<extra></extra>',
|
| 190 |
+
'legendgroup': 'gpt-4-turbo',
|
| 191 |
+
'marker': {'color': '#EF553B', 'pattern': {'shape': ''}},
|
| 192 |
+
'name': 'gpt-4-turbo',
|
| 193 |
+
'offsetgroup': 'gpt-4-turbo',
|
| 194 |
+
'orientation': 'v',
|
| 195 |
+
'showlegend': True,
|
| 196 |
+
'textposition': 'auto',
|
| 197 |
+
'type': 'bar',
|
| 198 |
+
'x': array(['gpt-4-turbo'], dtype=object),
|
| 199 |
+
'xaxis': 'x',
|
| 200 |
+
'y': array([0.44014]),
|
| 201 |
+
'yaxis': 'y'},
|
| 202 |
+
{'alignmentgroup': 'True',
|
| 203 |
+
'hovertemplate': 'Model=%{x}<br>Execution cost ($)=%{y}<extra></extra>',
|
| 204 |
+
'legendgroup': 'gpt-4',
|
| 205 |
+
'marker': {'color': '#00cc96', 'pattern': {'shape': ''}},
|
| 206 |
+
'name': 'gpt-4',
|
| 207 |
+
'offsetgroup': 'gpt-4',
|
| 208 |
+
'orientation': 'v',
|
| 209 |
+
'showlegend': True,
|
| 210 |
+
'textposition': 'auto',
|
| 211 |
+
'type': 'bar',
|
| 212 |
+
'x': array(['gpt-4'], dtype=object),
|
| 213 |
+
'xaxis': 'x',
|
| 214 |
+
'y': array([1.1724]),
|
| 215 |
+
'yaxis': 'y'},
|
| 216 |
+
{'alignmentgroup': 'True',
|
| 217 |
+
'hovertemplate': 'Model=%{x}<br>Execution cost ($)=%{y}<extra></extra>',
|
| 218 |
+
'legendgroup': 'llama-2-70b-chat',
|
| 219 |
+
'marker': {'color': '#ab63fa', 'pattern': {'shape': ''}},
|
| 220 |
+
'name': 'llama-2-70b-chat',
|
| 221 |
+
'offsetgroup': 'llama-2-70b-chat',
|
| 222 |
+
'orientation': 'v',
|
| 223 |
+
'showlegend': True,
|
| 224 |
+
'textposition': 'auto',
|
| 225 |
+
'type': 'bar',
|
| 226 |
+
'x': array(['llama-2-70b-chat'], dtype=object),
|
| 227 |
+
'xaxis': 'x',
|
| 228 |
+
'y': array([0.0186864]),
|
| 229 |
+
'yaxis': 'y'},
|
| 230 |
+
{'alignmentgroup': 'True',
|
| 231 |
+
'hovertemplate': 'Model=%{x}<br>Execution cost ($)=%{y}<extra></extra>',
|
| 232 |
+
'legendgroup': 'Mixtral-8x7B-Instruct-v0.1',
|
| 233 |
+
'marker': {'color': '#FFA15A', 'pattern': {'shape': ''}},
|
| 234 |
+
'name': 'Mixtral-8x7B-Instruct-v0.1',
|
| 235 |
+
'offsetgroup': 'Mixtral-8x7B-Instruct-v0.1',
|
| 236 |
+
'orientation': 'v',
|
| 237 |
+
'showlegend': True,
|
| 238 |
+
'textposition': 'auto',
|
| 239 |
+
'type': 'bar',
|
| 240 |
+
'x': array(['Mixtral-8x7B-Instruct-v0.1'], dtype=object),
|
| 241 |
+
'xaxis': 'x',
|
| 242 |
+
'y': array([0.0781551]),
|
| 243 |
+
'yaxis': 'y'},
|
| 244 |
+
{'alignmentgroup': 'True',
|
| 245 |
+
'hovertemplate': 'Model=%{x}<br>Execution cost ($)=%{y}<extra></extra>',
|
| 246 |
+
'legendgroup': 'zephyr-7b-beta',
|
| 247 |
+
'marker': {'color': '#19d3f3', 'pattern': {'shape': ''}},
|
| 248 |
+
'name': 'zephyr-7b-beta',
|
| 249 |
+
'offsetgroup': 'zephyr-7b-beta',
|
| 250 |
+
'orientation': 'v',
|
| 251 |
+
'showlegend': True,
|
| 252 |
+
'textposition': 'auto',
|
| 253 |
+
'type': 'bar',
|
| 254 |
+
'x': array(['zephyr-7b-beta'], dtype=object),
|
| 255 |
+
'xaxis': 'x',
|
| 256 |
+
'y': array([0.09836233]),
|
| 257 |
+
'yaxis': 'y'},
|
| 258 |
+
{'alignmentgroup': 'True',
|
| 259 |
+
'hovertemplate': 'Model=%{x}<br>Execution cost ($)=%{y}<extra></extra>',
|
| 260 |
+
'legendgroup': 'Mistral-7B-Instruct-v0.2',
|
| 261 |
+
'marker': {'color': '#FF6692', 'pattern': {'shape': ''}},
|
| 262 |
+
'name': 'Mistral-7B-Instruct-v0.2',
|
| 263 |
+
'offsetgroup': 'Mistral-7B-Instruct-v0.2',
|
| 264 |
+
'orientation': 'v',
|
| 265 |
+
'showlegend': True,
|
| 266 |
+
'textposition': 'auto',
|
| 267 |
+
'type': 'bar',
|
| 268 |
+
'x': array(['Mistral-7B-Instruct-v0.2'], dtype=object),
|
| 269 |
+
'xaxis': 'x',
|
| 270 |
+
'y': array([0.09813028]),
|
| 271 |
+
'yaxis': 'y'},
|
| 272 |
+
{'alignmentgroup': 'True',
|
| 273 |
+
'hovertemplate': 'Model=%{x}<br>Execution cost ($)=%{y}<extra></extra>',
|
| 274 |
+
'legendgroup': 'TinyLlama/TinyLlama-1.1B-Chat-v1.0',
|
| 275 |
+
'marker': {'color': '#B6E880', 'pattern': {'shape': ''}},
|
| 276 |
+
'name': 'TinyLlama/TinyLlama-1.1B-Chat-v1.0',
|
| 277 |
+
'offsetgroup': 'TinyLlama/TinyLlama-1.1B-Chat-v1.0',
|
| 278 |
+
'orientation': 'v',
|
| 279 |
+
'showlegend': True,
|
| 280 |
+
'textposition': 'auto',
|
| 281 |
+
'type': 'bar',
|
| 282 |
+
'x': array(['TinyLlama/TinyLlama-1.1B-Chat-v1.0'], dtype=object),
|
| 283 |
+
'xaxis': 'x',
|
| 284 |
+
'y': array([0.04215044]),
|
| 285 |
+
'yaxis': 'y'},
|
| 286 |
+
{'alignmentgroup': 'True',
|
| 287 |
+
'hovertemplate': 'Model=%{x}<br>Execution cost ($)=%{y}<extra></extra>',
|
| 288 |
+
'legendgroup': 'gemini-pro',
|
| 289 |
+
'marker': {'color': '#FF97FF', 'pattern': {'shape': ''}},
|
| 290 |
+
'name': 'gemini-pro',
|
| 291 |
+
'offsetgroup': 'gemini-pro',
|
| 292 |
+
'orientation': 'v',
|
| 293 |
+
'showlegend': True,
|
| 294 |
+
'textposition': 'auto',
|
| 295 |
+
'type': 'bar',
|
| 296 |
+
'x': array(['gemini-pro'], dtype=object),
|
| 297 |
+
'xaxis': 'x',
|
| 298 |
+
'y': array([0.022971]),
|
| 299 |
+
'yaxis': 'y'},
|
| 300 |
+
{'alignmentgroup': 'True',
|
| 301 |
+
'hovertemplate': 'Model=%{x}<br>Execution cost ($)=%{y}<extra></extra>',
|
| 302 |
+
'legendgroup': 'chat-bison (PaLM 2)',
|
| 303 |
+
'marker': {'color': '#FECB52', 'pattern': {'shape': ''}},
|
| 304 |
+
'name': 'chat-bison (PaLM 2)',
|
| 305 |
+
'offsetgroup': 'chat-bison (PaLM 2)',
|
| 306 |
+
'orientation': 'v',
|
| 307 |
+
'showlegend': True,
|
| 308 |
+
'textposition': 'auto',
|
| 309 |
+
'type': 'bar',
|
| 310 |
+
'x': array(['chat-bison (PaLM 2)'], dtype=object),
|
| 311 |
+
'xaxis': 'x',
|
| 312 |
+
'y': array([0.]),
|
| 313 |
+
'yaxis': 'y'},
|
| 314 |
+
{'alignmentgroup': 'True',
|
| 315 |
+
'hovertemplate': 'Model=%{x}<br>Execution cost ($)=%{y}<extra></extra>',
|
| 316 |
+
'legendgroup': 'chat-bison-32k (PaLM 2 32K)',
|
| 317 |
+
'marker': {'color': '#636efa', 'pattern': {'shape': ''}},
|
| 318 |
+
'name': 'chat-bison-32k (PaLM 2 32K)',
|
| 319 |
+
'offsetgroup': 'chat-bison-32k (PaLM 2 32K)',
|
| 320 |
+
'orientation': 'v',
|
| 321 |
+
'showlegend': True,
|
| 322 |
+
'textposition': 'auto',
|
| 323 |
+
'type': 'bar',
|
| 324 |
+
'x': array(['chat-bison-32k (PaLM 2 32K)'], dtype=object),
|
| 325 |
+
'xaxis': 'x',
|
| 326 |
+
'y': array([0.]),
|
| 327 |
+
'yaxis': 'y'}],
|
| 328 |
+
'layout': {'barmode': 'relative',
|
| 329 |
+
'legend': {'title': {'text': 'Model'}, 'tracegroupgap': 0},
|
| 330 |
+
'template': '...',
|
| 331 |
+
'title': {'text': 'Costs of execution of 200 test queries per model'},
|
| 332 |
+
'xaxis': {'anchor': 'y', 'domain': [0.0, 1.0], 'title': {'text': 'Model'}},
|
| 333 |
+
'yaxis': {'anchor': 'x', 'domain': [0.0, 1.0], 'title': {'text': 'Execution cost ($)'}}}
|
| 334 |
+
})",Costs of execution of 200 test queries per model,Note that some providers bill by token count and some by execution time. In the second case we used averaged pausing and resuming time to calculate the cost and assumed that all queries have been done in one session. Also note that for now the Gemini-Pro model is free for under 60 queries per minute.,"{""data"":[{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution cost ($)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""gpt-3.5-turbo"",""marker"":{""color"":""#636efa"",""pattern"":{""shape"":""""}},""name"":""gpt-3.5-turbo"",""offsetgroup"":""gpt-3.5-turbo"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""gpt-3.5-turbo"",""gpt-3.5-turbo""],""xaxis"":""x"",""y"":[0.144438,0.144438],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution cost ($)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""gpt-4-turbo"",""marker"":{""color"":""#EF553B"",""pattern"":{""shape"":""""}},""name"":""gpt-4-turbo"",""offsetgroup"":""gpt-4-turbo"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""gpt-4-turbo""],""xaxis"":""x"",""y"":[0.44014],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution cost ($)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""gpt-4"",""marker"":{""color"":""#00cc96"",""pattern"":{""shape"":""""}},""name"":""gpt-4"",""offsetgroup"":""gpt-4"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""gpt-4""],""xaxis"":""x"",""y"":[1.1724],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution cost ($)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""llama-2-70b-chat"",""marker"":{""color"":""#ab63fa"",""pattern"":{""shape"":""""}},""name"":""llama-2-70b-chat"",""offsetgroup"":""llama-2-70b-chat"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""llama-2-70b-chat""],""xaxis"":""x"",""y"":[0.0186864],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution cost ($)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""Mixtral-8x7B-Instruct-v0.1"",""marker"":{""color"":""#FFA15A"",""pattern"":{""shape"":""""}},""name"":""Mixtral-8x7B-Instruct-v0.1"",""offsetgroup"":""Mixtral-8x7B-Instruct-v0.1"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""Mixtral-8x7B-Instruct-v0.1""],""xaxis"":""x"",""y"":[0.07815509999999999],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution cost ($)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""zephyr-7b-beta"",""marker"":{""color"":""#19d3f3"",""pattern"":{""shape"":""""}},""name"":""zephyr-7b-beta"",""offsetgroup"":""zephyr-7b-beta"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""zephyr-7b-beta""],""xaxis"":""x"",""y"":[0.09836233089235094],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution cost ($)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""Mistral-7B-Instruct-v0.2"",""marker"":{""color"":""#FF6692"",""pattern"":{""shape"":""""}},""name"":""Mistral-7B-Instruct-v0.2"",""offsetgroup"":""Mistral-7B-Instruct-v0.2"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""Mistral-7B-Instruct-v0.2""],""xaxis"":""x"",""y"":[0.09813028344511986],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution cost ($)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""TinyLlama\u002fTinyLlama-1.1B-Chat-v1.0"",""marker"":{""color"":""#B6E880"",""pattern"":{""shape"":""""}},""name"":""TinyLlama\u002fTinyLlama-1.1B-Chat-v1.0"",""offsetgroup"":""TinyLlama\u002fTinyLlama-1.1B-Chat-v1.0"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""TinyLlama\u002fTinyLlama-1.1B-Chat-v1.0""],""xaxis"":""x"",""y"":[0.042150440895557396],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution cost ($)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""gemini-pro"",""marker"":{""color"":""#FF97FF"",""pattern"":{""shape"":""""}},""name"":""gemini-pro"",""offsetgroup"":""gemini-pro"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""gemini-pro""],""xaxis"":""x"",""y"":[0.022971],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution cost ($)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""chat-bison (PaLM 2)"",""marker"":{""color"":""#FECB52"",""pattern"":{""shape"":""""}},""name"":""chat-bison (PaLM 2)"",""offsetgroup"":""chat-bison (PaLM 2)"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""chat-bison (PaLM 2)""],""xaxis"":""x"",""y"":[0.0],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution cost ($)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""chat-bison-32k (PaLM 2 32K)"",""marker"":{""color"":""#636efa"",""pattern"":{""shape"":""""}},""name"":""chat-bison-32k (PaLM 2 32K)"",""offsetgroup"":""chat-bison-32k (PaLM 2 32K)"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""chat-bison-32k (PaLM 2 32K)""],""xaxis"":""x"",""y"":[0.0],""yaxis"":""y"",""type"":""bar""}],""layout"":{""template"":{""data"":{""histogram2dcontour"":[{""type"":""histogram2dcontour"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""choropleth"":[{""type"":""choropleth"",""colorbar"":{""outlinewidth"":0,""ticks"":""""}}],""histogram2d"":[{""type"":""histogram2d"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""heatmap"":[{""type"":""heatmap"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""heatmapgl"":[{""type"":""heatmapgl"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""contourcarpet"":[{""type"":""contourcarpet"",""colorbar"":{""outlinewidth"":0,""ticks"":""""}}],""contour"":[{""type"":""contour"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""surface"":[{""type"":""surface"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""mesh3d"":[{""type"":""mesh3d"",""colorbar"":{""outlinewidth"":0,""ticks"":""""}}],""scatter"":[{""fillpattern"":{""fillmode"":""overlay"",""size"":10,""solidity"":0.2},""type"":""scatter""}],""parcoords"":[{""type"":""parcoords"",""line"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scatterpolargl"":[{""type"":""scatterpolargl"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""bar"":[{""error_x"":{""color"":""#2a3f5f""},""error_y"":{""color"":""#2a3f5f""},""marker"":{""line"":{""color"":""#E5ECF6"",""width"":0.5},""pattern"":{""fillmode"":""overlay"",""size"":10,""solidity"":0.2}},""type"":""bar""}],""scattergeo"":[{""type"":""scattergeo"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scatterpolar"":[{""type"":""scatterpolar"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""histogram"":[{""marker"":{""pattern"":{""fillmode"":""overlay"",""size"":10,""solidity"":0.2}},""type"":""histogram""}],""scattergl"":[{""type"":""scattergl"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scatter3d"":[{""type"":""scatter3d"",""line"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}},""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scattermapbox"":[{""type"":""scattermapbox"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scatterternary"":[{""type"":""scatterternary"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scattercarpet"":[{""type"":""scattercarpet"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""carpet"":[{""aaxis"":{""endlinecolor"":""#2a3f5f"",""gridcolor"":""white"",""linecolor"":""white"",""minorgridcolor"":""white"",""startlinecolor"":""#2a3f5f""},""baxis"":{""endlinecolor"":""#2a3f5f"",""gridcolor"":""white"",""linecolor"":""white"",""minorgridcolor"":""white"",""startlinecolor"":""#2a3f5f""},""type"":""carpet""}],""table"":[{""cells"":{""fill"":{""color"":""#EBF0F8""},""line"":{""color"":""white""}},""header"":{""fill"":{""color"":""#C8D4E3""},""line"":{""color"":""white""}},""type"":""table""}],""barpolar"":[{""marker"":{""line"":{""color"":""#E5ECF6"",""width"":0.5},""pattern"":{""fillmode"":""overlay"",""size"":10,""solidity"":0.2}},""type"":""barpolar""}],""pie"":[{""automargin"":true,""type"":""pie""}]},""layout"":{""autotypenumbers"":""strict"",""colorway"":[""#636efa"",""#EF553B"",""#00cc96"",""#ab63fa"",""#FFA15A"",""#19d3f3"",""#FF6692"",""#B6E880"",""#FF97FF"",""#FECB52""],""font"":{""color"":""#2a3f5f""},""hovermode"":""closest"",""hoverlabel"":{""align"":""left""},""paper_bgcolor"":""white"",""plot_bgcolor"":""#E5ECF6"",""polar"":{""bgcolor"":""#E5ECF6"",""angularaxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":""""},""radialaxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":""""}},""ternary"":{""bgcolor"":""#E5ECF6"",""aaxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":""""},""baxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":""""},""caxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":""""}},""coloraxis"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}},""colorscale"":{""sequential"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]],""sequentialminus"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]],""diverging"":[[0,""#8e0152""],[0.1,""#c51b7d""],[0.2,""#de77ae""],[0.3,""#f1b6da""],[0.4,""#fde0ef""],[0.5,""#f7f7f7""],[0.6,""#e6f5d0""],[0.7,""#b8e186""],[0.8,""#7fbc41""],[0.9,""#4d9221""],[1,""#276419""]]},""xaxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":"""",""title"":{""standoff"":15},""zerolinecolor"":""white"",""automargin"":true,""zerolinewidth"":2},""yaxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":"""",""title"":{""standoff"":15},""zerolinecolor"":""white"",""automargin"":true,""zerolinewidth"":2},""scene"":{""xaxis"":{""backgroundcolor"":""#E5ECF6"",""gridcolor"":""white"",""linecolor"":""white"",""showbackground"":true,""ticks"":"""",""zerolinecolor"":""white"",""gridwidth"":2},""yaxis"":{""backgroundcolor"":""#E5ECF6"",""gridcolor"":""white"",""linecolor"":""white"",""showbackground"":true,""ticks"":"""",""zerolinecolor"":""white"",""gridwidth"":2},""zaxis"":{""backgroundcolor"":""#E5ECF6"",""gridcolor"":""white"",""linecolor"":""white"",""showbackground"":true,""ticks"":"""",""zerolinecolor"":""white"",""gridwidth"":2}},""shapedefaults"":{""line"":{""color"":""#2a3f5f""}},""annotationdefaults"":{""arrowcolor"":""#2a3f5f"",""arrowhead"":0,""arrowwidth"":1},""geo"":{""bgcolor"":""white"",""landcolor"":""#E5ECF6"",""subunitcolor"":""white"",""showland"":true,""showlakes"":true,""lakecolor"":""white""},""title"":{""x"":0.05},""mapbox"":{""style"":""light""}}},""xaxis"":{""anchor"":""y"",""domain"":[0.0,1.0],""title"":{""text"":""Model""}},""yaxis"":{""anchor"":""x"",""domain"":[0.0,1.0],""title"":{""text"":""Execution cost ($)""}},""legend"":{""title"":{""text"":""Model""},""tracegroupgap"":0},""title"":{""text"":""Costs of execution of 200 test queries per model""},""barmode"":""relative""}}"
|
| 335 |
+
./html/plots/model_sizes.html,"Figure({
|
| 336 |
+
'data': [{'alignmentgroup': 'True',
|
| 337 |
+
'hovertemplate': 'Model=%{x}<br>Model size (B params)=%{y}<extra></extra>',
|
| 338 |
+
'legendgroup': 'Mixtral-8x7B-Instruct-v0.1',
|
| 339 |
+
'marker': {'color': '#636efa', 'pattern': {'shape': ''}},
|
| 340 |
+
'name': 'Mixtral-8x7B-Instruct-v0.1',
|
| 341 |
+
'offsetgroup': 'Mixtral-8x7B-Instruct-v0.1',
|
| 342 |
+
'orientation': 'v',
|
| 343 |
+
'showlegend': True,
|
| 344 |
+
'textposition': 'auto',
|
| 345 |
+
'type': 'bar',
|
| 346 |
+
'x': array(['Mixtral-8x7B-Instruct-v0.1'], dtype=object),
|
| 347 |
+
'xaxis': 'x',
|
| 348 |
+
'y': array([56.]),
|
| 349 |
+
'yaxis': 'y'},
|
| 350 |
+
{'alignmentgroup': 'True',
|
| 351 |
+
'hovertemplate': 'Model=%{x}<br>Model size (B params)=%{y}<extra></extra>',
|
| 352 |
+
'legendgroup': 'zephyr-7b-beta',
|
| 353 |
+
'marker': {'color': '#EF553B', 'pattern': {'shape': ''}},
|
| 354 |
+
'name': 'zephyr-7b-beta',
|
| 355 |
+
'offsetgroup': 'zephyr-7b-beta',
|
| 356 |
+
'orientation': 'v',
|
| 357 |
+
'showlegend': True,
|
| 358 |
+
'textposition': 'auto',
|
| 359 |
+
'type': 'bar',
|
| 360 |
+
'x': array(['zephyr-7b-beta'], dtype=object),
|
| 361 |
+
'xaxis': 'x',
|
| 362 |
+
'y': array([7.]),
|
| 363 |
+
'yaxis': 'y'},
|
| 364 |
+
{'alignmentgroup': 'True',
|
| 365 |
+
'hovertemplate': 'Model=%{x}<br>Model size (B params)=%{y}<extra></extra>',
|
| 366 |
+
'legendgroup': 'Mistral-7B-Instruct-v0.2',
|
| 367 |
+
'marker': {'color': '#00cc96', 'pattern': {'shape': ''}},
|
| 368 |
+
'name': 'Mistral-7B-Instruct-v0.2',
|
| 369 |
+
'offsetgroup': 'Mistral-7B-Instruct-v0.2',
|
| 370 |
+
'orientation': 'v',
|
| 371 |
+
'showlegend': True,
|
| 372 |
+
'textposition': 'auto',
|
| 373 |
+
'type': 'bar',
|
| 374 |
+
'x': array(['Mistral-7B-Instruct-v0.2'], dtype=object),
|
| 375 |
+
'xaxis': 'x',
|
| 376 |
+
'y': array([7.]),
|
| 377 |
+
'yaxis': 'y'},
|
| 378 |
+
{'alignmentgroup': 'True',
|
| 379 |
+
'hovertemplate': 'Model=%{x}<br>Model size (B params)=%{y}<extra></extra>',
|
| 380 |
+
'legendgroup': 'TinyLlama/TinyLlama-1.1B-Chat-v1.0',
|
| 381 |
+
'marker': {'color': '#ab63fa', 'pattern': {'shape': ''}},
|
| 382 |
+
'name': 'TinyLlama/TinyLlama-1.1B-Chat-v1.0',
|
| 383 |
+
'offsetgroup': 'TinyLlama/TinyLlama-1.1B-Chat-v1.0',
|
| 384 |
+
'orientation': 'v',
|
| 385 |
+
'showlegend': True,
|
| 386 |
+
'textposition': 'auto',
|
| 387 |
+
'type': 'bar',
|
| 388 |
+
'x': array(['TinyLlama/TinyLlama-1.1B-Chat-v1.0'], dtype=object),
|
| 389 |
+
'xaxis': 'x',
|
| 390 |
+
'y': array([1.1]),
|
| 391 |
+
'yaxis': 'y'}],
|
| 392 |
+
'layout': {'barmode': 'relative',
|
| 393 |
+
'legend': {'title': {'text': 'Model'}, 'tracegroupgap': 0},
|
| 394 |
+
'template': '...',
|
| 395 |
+
'title': {'text': 'Model sizes in billions of parameters'},
|
| 396 |
+
'xaxis': {'anchor': 'y', 'domain': [0.0, 1.0], 'title': {'text': 'Model'}},
|
| 397 |
+
'yaxis': {'anchor': 'x', 'domain': [0.0, 1.0], 'title': {'text': 'Model size (B params)'}}}
|
| 398 |
+
})",Model sizes in billions of parameters,Note that some models have undisclosed sizes.,"{""data"":[{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eModel size (B params)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""Mixtral-8x7B-Instruct-v0.1"",""marker"":{""color"":""#636efa"",""pattern"":{""shape"":""""}},""name"":""Mixtral-8x7B-Instruct-v0.1"",""offsetgroup"":""Mixtral-8x7B-Instruct-v0.1"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""Mixtral-8x7B-Instruct-v0.1""],""xaxis"":""x"",""y"":[56.0],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eModel size (B params)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""zephyr-7b-beta"",""marker"":{""color"":""#EF553B"",""pattern"":{""shape"":""""}},""name"":""zephyr-7b-beta"",""offsetgroup"":""zephyr-7b-beta"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""zephyr-7b-beta""],""xaxis"":""x"",""y"":[7.0],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eModel size (B params)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""Mistral-7B-Instruct-v0.2"",""marker"":{""color"":""#00cc96"",""pattern"":{""shape"":""""}},""name"":""Mistral-7B-Instruct-v0.2"",""offsetgroup"":""Mistral-7B-Instruct-v0.2"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""Mistral-7B-Instruct-v0.2""],""xaxis"":""x"",""y"":[7.0],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eModel size (B params)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""TinyLlama\u002fTinyLlama-1.1B-Chat-v1.0"",""marker"":{""color"":""#ab63fa"",""pattern"":{""shape"":""""}},""name"":""TinyLlama\u002fTinyLlama-1.1B-Chat-v1.0"",""offsetgroup"":""TinyLlama\u002fTinyLlama-1.1B-Chat-v1.0"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""TinyLlama\u002fTinyLlama-1.1B-Chat-v1.0""],""xaxis"":""x"",""y"":[1.1],""yaxis"":""y"",""type"":""bar""}],""layout"":{""template"":{""data"":{""histogram2dcontour"":[{""type"":""histogram2dcontour"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""choropleth"":[{""type"":""choropleth"",""colorbar"":{""outlinewidth"":0,""ticks"":""""}}],""histogram2d"":[{""type"":""histogram2d"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""heatmap"":[{""type"":""heatmap"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""heatmapgl"":[{""type"":""heatmapgl"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""contourcarpet"":[{""type"":""contourcarpet"",""colorbar"":{""outlinewidth"":0,""ticks"":""""}}],""contour"":[{""type"":""contour"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""surface"":[{""type"":""surface"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""mesh3d"":[{""type"":""mesh3d"",""colorbar"":{""outlinewidth"":0,""ticks"":""""}}],""scatter"":[{""fillpattern"":{""fillmode"":""overlay"",""size"":10,""solidity"":0.2},""type"":""scatter""}],""parcoords"":[{""type"":""parcoords"",""line"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scatterpolargl"":[{""type"":""scatterpolargl"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""bar"":[{""error_x"":{""color"":""#2a3f5f""},""error_y"":{""color"":""#2a3f5f""},""marker"":{""line"":{""color"":""#E5ECF6"",""width"":0.5},""pattern"":{""fillmode"":""overlay"",""size"":10,""solidity"":0.2}},""type"":""bar""}],""scattergeo"":[{""type"":""scattergeo"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scatterpolar"":[{""type"":""scatterpolar"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""histogram"":[{""marker"":{""pattern"":{""fillmode"":""overlay"",""size"":10,""solidity"":0.2}},""type"":""histogram""}],""scattergl"":[{""type"":""scattergl"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scatter3d"":[{""type"":""scatter3d"",""line"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}},""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scattermapbox"":[{""type"":""scattermapbox"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scatterternary"":[{""type"":""scatterternary"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scattercarpet"":[{""type"":""scattercarpet"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""carpet"":[{""aaxis"":{""endlinecolor"":""#2a3f5f"",""gridcolor"":""white"",""linecolor"":""white"",""minorgridcolor"":""white"",""startlinecolor"":""#2a3f5f""},""baxis"":{""endlinecolor"":""#2a3f5f"",""gridcolor"":""white"",""linecolor"":""white"",""minorgridcolor"":""white"",""startlinecolor"":""#2a3f5f""},""type"":""carpet""}],""table"":[{""cells"":{""fill"":{""color"":""#EBF0F8""},""line"":{""color"":""white""}},""header"":{""fill"":{""color"":""#C8D4E3""},""line"":{""color"":""white""}},""type"":""table""}],""barpolar"":[{""marker"":{""line"":{""color"":""#E5ECF6"",""width"":0.5},""pattern"":{""fillmode"":""overlay"",""size"":10,""solidity"":0.2}},""type"":""barpolar""}],""pie"":[{""automargin"":true,""type"":""pie""}]},""layout"":{""autotypenumbers"":""strict"",""colorway"":[""#636efa"",""#EF553B"",""#00cc96"",""#ab63fa"",""#FFA15A"",""#19d3f3"",""#FF6692"",""#B6E880"",""#FF97FF"",""#FECB52""],""font"":{""color"":""#2a3f5f""},""hovermode"":""closest"",""hoverlabel"":{""align"":""left""},""paper_bgcolor"":""white"",""plot_bgcolor"":""#E5ECF6"",""polar"":{""bgcolor"":""#E5ECF6"",""angularaxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":""""},""radialaxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":""""}},""ternary"":{""bgcolor"":""#E5ECF6"",""aaxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":""""},""baxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":""""},""caxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":""""}},""coloraxis"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}},""colorscale"":{""sequential"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]],""sequentialminus"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]],""diverging"":[[0,""#8e0152""],[0.1,""#c51b7d""],[0.2,""#de77ae""],[0.3,""#f1b6da""],[0.4,""#fde0ef""],[0.5,""#f7f7f7""],[0.6,""#e6f5d0""],[0.7,""#b8e186""],[0.8,""#7fbc41""],[0.9,""#4d9221""],[1,""#276419""]]},""xaxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":"""",""title"":{""standoff"":15},""zerolinecolor"":""white"",""automargin"":true,""zerolinewidth"":2},""yaxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":"""",""title"":{""standoff"":15},""zerolinecolor"":""white"",""automargin"":true,""zerolinewidth"":2},""scene"":{""xaxis"":{""backgroundcolor"":""#E5ECF6"",""gridcolor"":""white"",""linecolor"":""white"",""showbackground"":true,""ticks"":"""",""zerolinecolor"":""white"",""gridwidth"":2},""yaxis"":{""backgroundcolor"":""#E5ECF6"",""gridcolor"":""white"",""linecolor"":""white"",""showbackground"":true,""ticks"":"""",""zerolinecolor"":""white"",""gridwidth"":2},""zaxis"":{""backgroundcolor"":""#E5ECF6"",""gridcolor"":""white"",""linecolor"":""white"",""showbackground"":true,""ticks"":"""",""zerolinecolor"":""white"",""gridwidth"":2}},""shapedefaults"":{""line"":{""color"":""#2a3f5f""}},""annotationdefaults"":{""arrowcolor"":""#2a3f5f"",""arrowhead"":0,""arrowwidth"":1},""geo"":{""bgcolor"":""white"",""landcolor"":""#E5ECF6"",""subunitcolor"":""white"",""showland"":true,""showlakes"":true,""lakecolor"":""white""},""title"":{""x"":0.05},""mapbox"":{""style"":""light""}}},""xaxis"":{""anchor"":""y"",""domain"":[0.0,1.0],""title"":{""text"":""Model""}},""yaxis"":{""anchor"":""x"",""domain"":[0.0,1.0],""title"":{""text"":""Model size (B params)""}},""legend"":{""title"":{""text"":""Model""},""tracegroupgap"":0},""title"":{""text"":""Model sizes in billions of parameters""},""barmode"":""relative""}}"
|
data/2024-01-26 11:04:35.555342_general_plot.csv
ADDED
|
@@ -0,0 +1,398 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
path,plot_object,description,comment,plot_json
|
| 2 |
+
./html/plots/response_times.html,"Figure({
|
| 3 |
+
'data': [{'alignmentgroup': 'True',
|
| 4 |
+
'hovertemplate': 'Model=%{x}<br>Execution time (s)=%{y}<extra></extra>',
|
| 5 |
+
'legendgroup': 'Mistral-7B-Instruct-v0.2',
|
| 6 |
+
'marker': {'color': '#636efa', 'pattern': {'shape': ''}},
|
| 7 |
+
'name': 'Mistral-7B-Instruct-v0.2',
|
| 8 |
+
'offsetgroup': 'Mistral-7B-Instruct-v0.2',
|
| 9 |
+
'orientation': 'v',
|
| 10 |
+
'showlegend': True,
|
| 11 |
+
'textposition': 'auto',
|
| 12 |
+
'type': 'bar',
|
| 13 |
+
'x': array(['Mistral-7B-Instruct-v0.2'], dtype=object),
|
| 14 |
+
'xaxis': 'x',
|
| 15 |
+
'y': array([3.17454003]),
|
| 16 |
+
'yaxis': 'y'},
|
| 17 |
+
{'alignmentgroup': 'True',
|
| 18 |
+
'hovertemplate': 'Model=%{x}<br>Execution time (s)=%{y}<extra></extra>',
|
| 19 |
+
'legendgroup': 'Mixtral-8x7B-Instruct-v0.1',
|
| 20 |
+
'marker': {'color': '#EF553B', 'pattern': {'shape': ''}},
|
| 21 |
+
'name': 'Mixtral-8x7B-Instruct-v0.1',
|
| 22 |
+
'offsetgroup': 'Mixtral-8x7B-Instruct-v0.1',
|
| 23 |
+
'orientation': 'v',
|
| 24 |
+
'showlegend': True,
|
| 25 |
+
'textposition': 'auto',
|
| 26 |
+
'type': 'bar',
|
| 27 |
+
'x': array(['Mixtral-8x7B-Instruct-v0.1'], dtype=object),
|
| 28 |
+
'xaxis': 'x',
|
| 29 |
+
'y': array([7.14219763]),
|
| 30 |
+
'yaxis': 'y'},
|
| 31 |
+
{'alignmentgroup': 'True',
|
| 32 |
+
'hovertemplate': 'Model=%{x}<br>Execution time (s)=%{y}<extra></extra>',
|
| 33 |
+
'legendgroup': 'TinyLlama/TinyLlama-1.1B-Chat-v1.0',
|
| 34 |
+
'marker': {'color': '#00cc96', 'pattern': {'shape': ''}},
|
| 35 |
+
'name': 'TinyLlama/TinyLlama-1.1B-Chat-v1.0',
|
| 36 |
+
'offsetgroup': 'TinyLlama/TinyLlama-1.1B-Chat-v1.0',
|
| 37 |
+
'orientation': 'v',
|
| 38 |
+
'showlegend': True,
|
| 39 |
+
'textposition': 'auto',
|
| 40 |
+
'type': 'bar',
|
| 41 |
+
'x': array(['TinyLlama/TinyLlama-1.1B-Chat-v1.0'], dtype=object),
|
| 42 |
+
'xaxis': 'x',
|
| 43 |
+
'y': array([1.29026454]),
|
| 44 |
+
'yaxis': 'y'},
|
| 45 |
+
{'alignmentgroup': 'True',
|
| 46 |
+
'hovertemplate': 'Model=%{x}<br>Execution time (s)=%{y}<extra></extra>',
|
| 47 |
+
'legendgroup': 'chat-bison',
|
| 48 |
+
'marker': {'color': '#ab63fa', 'pattern': {'shape': ''}},
|
| 49 |
+
'name': 'chat-bison',
|
| 50 |
+
'offsetgroup': 'chat-bison',
|
| 51 |
+
'orientation': 'v',
|
| 52 |
+
'showlegend': True,
|
| 53 |
+
'textposition': 'auto',
|
| 54 |
+
'type': 'bar',
|
| 55 |
+
'x': array(['chat-bison'], dtype=object),
|
| 56 |
+
'xaxis': 'x',
|
| 57 |
+
'y': array([3.89024363]),
|
| 58 |
+
'yaxis': 'y'},
|
| 59 |
+
{'alignmentgroup': 'True',
|
| 60 |
+
'hovertemplate': 'Model=%{x}<br>Execution time (s)=%{y}<extra></extra>',
|
| 61 |
+
'legendgroup': 'chat-bison-32k',
|
| 62 |
+
'marker': {'color': '#FFA15A', 'pattern': {'shape': ''}},
|
| 63 |
+
'name': 'chat-bison-32k',
|
| 64 |
+
'offsetgroup': 'chat-bison-32k',
|
| 65 |
+
'orientation': 'v',
|
| 66 |
+
'showlegend': True,
|
| 67 |
+
'textposition': 'auto',
|
| 68 |
+
'type': 'bar',
|
| 69 |
+
'x': array(['chat-bison-32k'], dtype=object),
|
| 70 |
+
'xaxis': 'x',
|
| 71 |
+
'y': array([4.12817777]),
|
| 72 |
+
'yaxis': 'y'},
|
| 73 |
+
{'alignmentgroup': 'True',
|
| 74 |
+
'hovertemplate': 'Model=%{x}<br>Execution time (s)=%{y}<extra></extra>',
|
| 75 |
+
'legendgroup': 'gemini-pro',
|
| 76 |
+
'marker': {'color': '#19d3f3', 'pattern': {'shape': ''}},
|
| 77 |
+
'name': 'gemini-pro',
|
| 78 |
+
'offsetgroup': 'gemini-pro',
|
| 79 |
+
'orientation': 'v',
|
| 80 |
+
'showlegend': True,
|
| 81 |
+
'textposition': 'auto',
|
| 82 |
+
'type': 'bar',
|
| 83 |
+
'x': array(['gemini-pro'], dtype=object),
|
| 84 |
+
'xaxis': 'x',
|
| 85 |
+
'y': array([4.72138064]),
|
| 86 |
+
'yaxis': 'y'},
|
| 87 |
+
{'alignmentgroup': 'True',
|
| 88 |
+
'hovertemplate': 'Model=%{x}<br>Execution time (s)=%{y}<extra></extra>',
|
| 89 |
+
'legendgroup': 'gpt-3.5-turbo',
|
| 90 |
+
'marker': {'color': '#FF6692', 'pattern': {'shape': ''}},
|
| 91 |
+
'name': 'gpt-3.5-turbo',
|
| 92 |
+
'offsetgroup': 'gpt-3.5-turbo',
|
| 93 |
+
'orientation': 'v',
|
| 94 |
+
'showlegend': True,
|
| 95 |
+
'textposition': 'auto',
|
| 96 |
+
'type': 'bar',
|
| 97 |
+
'x': array(['gpt-3.5-turbo'], dtype=object),
|
| 98 |
+
'xaxis': 'x',
|
| 99 |
+
'y': array([5.28237349]),
|
| 100 |
+
'yaxis': 'y'},
|
| 101 |
+
{'alignmentgroup': 'True',
|
| 102 |
+
'hovertemplate': 'Model=%{x}<br>Execution time (s)=%{y}<extra></extra>',
|
| 103 |
+
'legendgroup': 'gpt-4',
|
| 104 |
+
'marker': {'color': '#B6E880', 'pattern': {'shape': ''}},
|
| 105 |
+
'name': 'gpt-4',
|
| 106 |
+
'offsetgroup': 'gpt-4',
|
| 107 |
+
'orientation': 'v',
|
| 108 |
+
'showlegend': True,
|
| 109 |
+
'textposition': 'auto',
|
| 110 |
+
'type': 'bar',
|
| 111 |
+
'x': array(['gpt-4'], dtype=object),
|
| 112 |
+
'xaxis': 'x',
|
| 113 |
+
'y': array([15.52184566]),
|
| 114 |
+
'yaxis': 'y'},
|
| 115 |
+
{'alignmentgroup': 'True',
|
| 116 |
+
'hovertemplate': 'Model=%{x}<br>Execution time (s)=%{y}<extra></extra>',
|
| 117 |
+
'legendgroup': 'gpt-4-turbo',
|
| 118 |
+
'marker': {'color': '#FF97FF', 'pattern': {'shape': ''}},
|
| 119 |
+
'name': 'gpt-4-turbo',
|
| 120 |
+
'offsetgroup': 'gpt-4-turbo',
|
| 121 |
+
'orientation': 'v',
|
| 122 |
+
'showlegend': True,
|
| 123 |
+
'textposition': 'auto',
|
| 124 |
+
'type': 'bar',
|
| 125 |
+
'x': array(['gpt-4-turbo'], dtype=object),
|
| 126 |
+
'xaxis': 'x',
|
| 127 |
+
'y': array([14.00852903]),
|
| 128 |
+
'yaxis': 'y'},
|
| 129 |
+
{'alignmentgroup': 'True',
|
| 130 |
+
'hovertemplate': 'Model=%{x}<br>Execution time (s)=%{y}<extra></extra>',
|
| 131 |
+
'legendgroup': 'llama-2-70b-chat',
|
| 132 |
+
'marker': {'color': '#FECB52', 'pattern': {'shape': ''}},
|
| 133 |
+
'name': 'llama-2-70b-chat',
|
| 134 |
+
'offsetgroup': 'llama-2-70b-chat',
|
| 135 |
+
'orientation': 'v',
|
| 136 |
+
'showlegend': True,
|
| 137 |
+
'textposition': 'auto',
|
| 138 |
+
'type': 'bar',
|
| 139 |
+
'x': array(['llama-2-70b-chat'], dtype=object),
|
| 140 |
+
'xaxis': 'x',
|
| 141 |
+
'y': array([6.0658799]),
|
| 142 |
+
'yaxis': 'y'},
|
| 143 |
+
{'alignmentgroup': 'True',
|
| 144 |
+
'hovertemplate': 'Model=%{x}<br>Execution time (s)=%{y}<extra></extra>',
|
| 145 |
+
'legendgroup': 'zephyr-7b-beta',
|
| 146 |
+
'marker': {'color': '#636efa', 'pattern': {'shape': ''}},
|
| 147 |
+
'name': 'zephyr-7b-beta',
|
| 148 |
+
'offsetgroup': 'zephyr-7b-beta',
|
| 149 |
+
'orientation': 'v',
|
| 150 |
+
'showlegend': True,
|
| 151 |
+
'textposition': 'auto',
|
| 152 |
+
'type': 'bar',
|
| 153 |
+
'x': array(['zephyr-7b-beta'], dtype=object),
|
| 154 |
+
'xaxis': 'x',
|
| 155 |
+
'y': array([3.23879932]),
|
| 156 |
+
'yaxis': 'y'}],
|
| 157 |
+
'layout': {'barmode': 'relative',
|
| 158 |
+
'legend': {'title': {'text': 'Model'}, 'tracegroupgap': 0},
|
| 159 |
+
'template': '...',
|
| 160 |
+
'title': {'text': 'Model endpoints response times'},
|
| 161 |
+
'xaxis': {'anchor': 'y',
|
| 162 |
+
'categoryarray': [Mistral-7B-Instruct-v0.2,
|
| 163 |
+
Mixtral-8x7B-Instruct-v0.1,
|
| 164 |
+
TinyLlama/TinyLlama-1.1B-Chat-v1.0,
|
| 165 |
+
chat-bison, chat-bison-32k, gemini-pro,
|
| 166 |
+
gpt-3.5-turbo, gpt-4, gpt-4-turbo,
|
| 167 |
+
llama-2-70b-chat, zephyr-7b-beta],
|
| 168 |
+
'categoryorder': 'array',
|
| 169 |
+
'domain': [0.0, 1.0],
|
| 170 |
+
'title': {'text': 'Model'}},
|
| 171 |
+
'yaxis': {'anchor': 'x', 'domain': [0.0, 1.0], 'title': {'text': 'Execution time (s)'}}}
|
| 172 |
+
})",Model endpoints response times,,"{""data"":[{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution time (s)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""Mistral-7B-Instruct-v0.2"",""marker"":{""color"":""#636efa"",""pattern"":{""shape"":""""}},""name"":""Mistral-7B-Instruct-v0.2"",""offsetgroup"":""Mistral-7B-Instruct-v0.2"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""Mistral-7B-Instruct-v0.2""],""xaxis"":""x"",""y"":[3.174540030956268],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution time (s)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""Mixtral-8x7B-Instruct-v0.1"",""marker"":{""color"":""#EF553B"",""pattern"":{""shape"":""""}},""name"":""Mixtral-8x7B-Instruct-v0.1"",""offsetgroup"":""Mixtral-8x7B-Instruct-v0.1"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""Mixtral-8x7B-Instruct-v0.1""],""xaxis"":""x"",""y"":[7.142197625471814],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution time (s)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""TinyLlama\u002fTinyLlama-1.1B-Chat-v1.0"",""marker"":{""color"":""#00cc96"",""pattern"":{""shape"":""""}},""name"":""TinyLlama\u002fTinyLlama-1.1B-Chat-v1.0"",""offsetgroup"":""TinyLlama\u002fTinyLlama-1.1B-Chat-v1.0"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""TinyLlama\u002fTinyLlama-1.1B-Chat-v1.0""],""xaxis"":""x"",""y"":[1.2902645373344421],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution time (s)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""chat-bison"",""marker"":{""color"":""#ab63fa"",""pattern"":{""shape"":""""}},""name"":""chat-bison"",""offsetgroup"":""chat-bison"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""chat-bison""],""xaxis"":""x"",""y"":[3.890243631601334],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution time (s)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""chat-bison-32k"",""marker"":{""color"":""#FFA15A"",""pattern"":{""shape"":""""}},""name"":""chat-bison-32k"",""offsetgroup"":""chat-bison-32k"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""chat-bison-32k""],""xaxis"":""x"",""y"":[4.128177767992019],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution time (s)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""gemini-pro"",""marker"":{""color"":""#19d3f3"",""pattern"":{""shape"":""""}},""name"":""gemini-pro"",""offsetgroup"":""gemini-pro"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""gemini-pro""],""xaxis"":""x"",""y"":[4.72138064004937],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution time (s)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""gpt-3.5-turbo"",""marker"":{""color"":""#FF6692"",""pattern"":{""shape"":""""}},""name"":""gpt-3.5-turbo"",""offsetgroup"":""gpt-3.5-turbo"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""gpt-3.5-turbo""],""xaxis"":""x"",""y"":[5.282373493889353],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution time (s)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""gpt-4"",""marker"":{""color"":""#B6E880"",""pattern"":{""shape"":""""}},""name"":""gpt-4"",""offsetgroup"":""gpt-4"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""gpt-4""],""xaxis"":""x"",""y"":[15.5218456586202],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution time (s)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""gpt-4-turbo"",""marker"":{""color"":""#FF97FF"",""pattern"":{""shape"":""""}},""name"":""gpt-4-turbo"",""offsetgroup"":""gpt-4-turbo"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""gpt-4-turbo""],""xaxis"":""x"",""y"":[14.008529031276703],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution time (s)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""llama-2-70b-chat"",""marker"":{""color"":""#FECB52"",""pattern"":{""shape"":""""}},""name"":""llama-2-70b-chat"",""offsetgroup"":""llama-2-70b-chat"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""llama-2-70b-chat""],""xaxis"":""x"",""y"":[6.06587989590749],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution time (s)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""zephyr-7b-beta"",""marker"":{""color"":""#636efa"",""pattern"":{""shape"":""""}},""name"":""zephyr-7b-beta"",""offsetgroup"":""zephyr-7b-beta"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""zephyr-7b-beta""],""xaxis"":""x"",""y"":[3.2387993240356447],""yaxis"":""y"",""type"":""bar""}],""layout"":{""template"":{""data"":{""histogram2dcontour"":[{""type"":""histogram2dcontour"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""choropleth"":[{""type"":""choropleth"",""colorbar"":{""outlinewidth"":0,""ticks"":""""}}],""histogram2d"":[{""type"":""histogram2d"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""heatmap"":[{""type"":""heatmap"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""heatmapgl"":[{""type"":""heatmapgl"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""contourcarpet"":[{""type"":""contourcarpet"",""colorbar"":{""outlinewidth"":0,""ticks"":""""}}],""contour"":[{""type"":""contour"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""surface"":[{""type"":""surface"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""mesh3d"":[{""type"":""mesh3d"",""colorbar"":{""outlinewidth"":0,""ticks"":""""}}],""scatter"":[{""fillpattern"":{""fillmode"":""overlay"",""size"":10,""solidity"":0.2},""type"":""scatter""}],""parcoords"":[{""type"":""parcoords"",""line"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scatterpolargl"":[{""type"":""scatterpolargl"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""bar"":[{""error_x"":{""color"":""#2a3f5f""},""error_y"":{""color"":""#2a3f5f""},""marker"":{""line"":{""color"":""#E5ECF6"",""width"":0.5},""pattern"":{""fillmode"":""overlay"",""size"":10,""solidity"":0.2}},""type"":""bar""}],""scattergeo"":[{""type"":""scattergeo"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scatterpolar"":[{""type"":""scatterpolar"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""histogram"":[{""marker"":{""pattern"":{""fillmode"":""overlay"",""size"":10,""solidity"":0.2}},""type"":""histogram""}],""scattergl"":[{""type"":""scattergl"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scatter3d"":[{""type"":""scatter3d"",""line"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}},""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scattermapbox"":[{""type"":""scattermapbox"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scatterternary"":[{""type"":""scatterternary"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scattercarpet"":[{""type"":""scattercarpet"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""carpet"":[{""aaxis"":{""endlinecolor"":""#2a3f5f"",""gridcolor"":""white"",""linecolor"":""white"",""minorgridcolor"":""white"",""startlinecolor"":""#2a3f5f""},""baxis"":{""endlinecolor"":""#2a3f5f"",""gridcolor"":""white"",""linecolor"":""white"",""minorgridcolor"":""white"",""startlinecolor"":""#2a3f5f""},""type"":""carpet""}],""table"":[{""cells"":{""fill"":{""color"":""#EBF0F8""},""line"":{""color"":""white""}},""header"":{""fill"":{""color"":""#C8D4E3""},""line"":{""color"":""white""}},""type"":""table""}],""barpolar"":[{""marker"":{""line"":{""color"":""#E5ECF6"",""width"":0.5},""pattern"":{""fillmode"":""overlay"",""size"":10,""solidity"":0.2}},""type"":""barpolar""}],""pie"":[{""automargin"":true,""type"":""pie""}]},""layout"":{""autotypenumbers"":""strict"",""colorway"":[""#636efa"",""#EF553B"",""#00cc96"",""#ab63fa"",""#FFA15A"",""#19d3f3"",""#FF6692"",""#B6E880"",""#FF97FF"",""#FECB52""],""font"":{""color"":""#2a3f5f""},""hovermode"":""closest"",""hoverlabel"":{""align"":""left""},""paper_bgcolor"":""white"",""plot_bgcolor"":""#E5ECF6"",""polar"":{""bgcolor"":""#E5ECF6"",""angularaxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":""""},""radialaxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":""""}},""ternary"":{""bgcolor"":""#E5ECF6"",""aaxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":""""},""baxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":""""},""caxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":""""}},""coloraxis"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}},""colorscale"":{""sequential"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]],""sequentialminus"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]],""diverging"":[[0,""#8e0152""],[0.1,""#c51b7d""],[0.2,""#de77ae""],[0.3,""#f1b6da""],[0.4,""#fde0ef""],[0.5,""#f7f7f7""],[0.6,""#e6f5d0""],[0.7,""#b8e186""],[0.8,""#7fbc41""],[0.9,""#4d9221""],[1,""#276419""]]},""xaxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":"""",""title"":{""standoff"":15},""zerolinecolor"":""white"",""automargin"":true,""zerolinewidth"":2},""yaxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":"""",""title"":{""standoff"":15},""zerolinecolor"":""white"",""automargin"":true,""zerolinewidth"":2},""scene"":{""xaxis"":{""backgroundcolor"":""#E5ECF6"",""gridcolor"":""white"",""linecolor"":""white"",""showbackground"":true,""ticks"":"""",""zerolinecolor"":""white"",""gridwidth"":2},""yaxis"":{""backgroundcolor"":""#E5ECF6"",""gridcolor"":""white"",""linecolor"":""white"",""showbackground"":true,""ticks"":"""",""zerolinecolor"":""white"",""gridwidth"":2},""zaxis"":{""backgroundcolor"":""#E5ECF6"",""gridcolor"":""white"",""linecolor"":""white"",""showbackground"":true,""ticks"":"""",""zerolinecolor"":""white"",""gridwidth"":2}},""shapedefaults"":{""line"":{""color"":""#2a3f5f""}},""annotationdefaults"":{""arrowcolor"":""#2a3f5f"",""arrowhead"":0,""arrowwidth"":1},""geo"":{""bgcolor"":""white"",""landcolor"":""#E5ECF6"",""subunitcolor"":""white"",""showland"":true,""showlakes"":true,""lakecolor"":""white""},""title"":{""x"":0.05},""mapbox"":{""style"":""light""}}},""xaxis"":{""anchor"":""y"",""domain"":[0.0,1.0],""title"":{""text"":""Model""},""categoryorder"":""array"",""categoryarray"":[""Mistral-7B-Instruct-v0.2"",""Mixtral-8x7B-Instruct-v0.1"",""TinyLlama\u002fTinyLlama-1.1B-Chat-v1.0"",""chat-bison"",""chat-bison-32k"",""gemini-pro"",""gpt-3.5-turbo"",""gpt-4"",""gpt-4-turbo"",""llama-2-70b-chat"",""zephyr-7b-beta""]},""yaxis"":{""anchor"":""x"",""domain"":[0.0,1.0],""title"":{""text"":""Execution time (s)""}},""legend"":{""title"":{""text"":""Model""},""tracegroupgap"":0},""title"":{""text"":""Model endpoints response times""},""barmode"":""relative""}}"
|
| 173 |
+
./html/plots/execution_costs.html,"Figure({
|
| 174 |
+
'data': [{'alignmentgroup': 'True',
|
| 175 |
+
'hovertemplate': 'Model=%{x}<br>Execution cost ($)=%{y}<extra></extra>',
|
| 176 |
+
'legendgroup': 'gpt-3.5-turbo',
|
| 177 |
+
'marker': {'color': '#636efa', 'pattern': {'shape': ''}},
|
| 178 |
+
'name': 'gpt-3.5-turbo',
|
| 179 |
+
'offsetgroup': 'gpt-3.5-turbo',
|
| 180 |
+
'orientation': 'v',
|
| 181 |
+
'showlegend': True,
|
| 182 |
+
'textposition': 'auto',
|
| 183 |
+
'type': 'bar',
|
| 184 |
+
'x': array(['gpt-3.5-turbo', 'gpt-3.5-turbo'], dtype=object),
|
| 185 |
+
'xaxis': 'x',
|
| 186 |
+
'y': array([0.002434, 0.002434]),
|
| 187 |
+
'yaxis': 'y'},
|
| 188 |
+
{'alignmentgroup': 'True',
|
| 189 |
+
'hovertemplate': 'Model=%{x}<br>Execution cost ($)=%{y}<extra></extra>',
|
| 190 |
+
'legendgroup': 'gpt-4-turbo',
|
| 191 |
+
'marker': {'color': '#EF553B', 'pattern': {'shape': ''}},
|
| 192 |
+
'name': 'gpt-4-turbo',
|
| 193 |
+
'offsetgroup': 'gpt-4-turbo',
|
| 194 |
+
'orientation': 'v',
|
| 195 |
+
'showlegend': True,
|
| 196 |
+
'textposition': 'auto',
|
| 197 |
+
'type': 'bar',
|
| 198 |
+
'x': array(['gpt-4-turbo'], dtype=object),
|
| 199 |
+
'xaxis': 'x',
|
| 200 |
+
'y': array([0.02967]),
|
| 201 |
+
'yaxis': 'y'},
|
| 202 |
+
{'alignmentgroup': 'True',
|
| 203 |
+
'hovertemplate': 'Model=%{x}<br>Execution cost ($)=%{y}<extra></extra>',
|
| 204 |
+
'legendgroup': 'gpt-4',
|
| 205 |
+
'marker': {'color': '#00cc96', 'pattern': {'shape': ''}},
|
| 206 |
+
'name': 'gpt-4',
|
| 207 |
+
'offsetgroup': 'gpt-4',
|
| 208 |
+
'orientation': 'v',
|
| 209 |
+
'showlegend': True,
|
| 210 |
+
'textposition': 'auto',
|
| 211 |
+
'type': 'bar',
|
| 212 |
+
'x': array(['gpt-4'], dtype=object),
|
| 213 |
+
'xaxis': 'x',
|
| 214 |
+
'y': array([0.07839]),
|
| 215 |
+
'yaxis': 'y'},
|
| 216 |
+
{'alignmentgroup': 'True',
|
| 217 |
+
'hovertemplate': 'Model=%{x}<br>Execution cost ($)=%{y}<extra></extra>',
|
| 218 |
+
'legendgroup': 'llama-2-70b-chat',
|
| 219 |
+
'marker': {'color': '#ab63fa', 'pattern': {'shape': ''}},
|
| 220 |
+
'name': 'llama-2-70b-chat',
|
| 221 |
+
'offsetgroup': 'llama-2-70b-chat',
|
| 222 |
+
'orientation': 'v',
|
| 223 |
+
'showlegend': True,
|
| 224 |
+
'textposition': 'auto',
|
| 225 |
+
'type': 'bar',
|
| 226 |
+
'x': array(['llama-2-70b-chat'], dtype=object),
|
| 227 |
+
'xaxis': 'x',
|
| 228 |
+
'y': array([0.0011922]),
|
| 229 |
+
'yaxis': 'y'},
|
| 230 |
+
{'alignmentgroup': 'True',
|
| 231 |
+
'hovertemplate': 'Model=%{x}<br>Execution cost ($)=%{y}<extra></extra>',
|
| 232 |
+
'legendgroup': 'Mixtral-8x7B-Instruct-v0.1',
|
| 233 |
+
'marker': {'color': '#FFA15A', 'pattern': {'shape': ''}},
|
| 234 |
+
'name': 'Mixtral-8x7B-Instruct-v0.1',
|
| 235 |
+
'offsetgroup': 'Mixtral-8x7B-Instruct-v0.1',
|
| 236 |
+
'orientation': 'v',
|
| 237 |
+
'showlegend': True,
|
| 238 |
+
'textposition': 'auto',
|
| 239 |
+
'type': 'bar',
|
| 240 |
+
'x': array(['Mixtral-8x7B-Instruct-v0.1'], dtype=object),
|
| 241 |
+
'xaxis': 'x',
|
| 242 |
+
'y': array([0.0021672]),
|
| 243 |
+
'yaxis': 'y'},
|
| 244 |
+
{'alignmentgroup': 'True',
|
| 245 |
+
'hovertemplate': 'Model=%{x}<br>Execution cost ($)=%{y}<extra></extra>',
|
| 246 |
+
'legendgroup': 'zephyr-7b-beta',
|
| 247 |
+
'marker': {'color': '#19d3f3', 'pattern': {'shape': ''}},
|
| 248 |
+
'name': 'zephyr-7b-beta',
|
| 249 |
+
'offsetgroup': 'zephyr-7b-beta',
|
| 250 |
+
'orientation': 'v',
|
| 251 |
+
'showlegend': True,
|
| 252 |
+
'textposition': 'auto',
|
| 253 |
+
'type': 'bar',
|
| 254 |
+
'x': array(['zephyr-7b-beta'], dtype=object),
|
| 255 |
+
'xaxis': 'x',
|
| 256 |
+
'y': array([0.08803055]),
|
| 257 |
+
'yaxis': 'y'},
|
| 258 |
+
{'alignmentgroup': 'True',
|
| 259 |
+
'hovertemplate': 'Model=%{x}<br>Execution cost ($)=%{y}<extra></extra>',
|
| 260 |
+
'legendgroup': 'Mistral-7B-Instruct-v0.2',
|
| 261 |
+
'marker': {'color': '#FF6692', 'pattern': {'shape': ''}},
|
| 262 |
+
'name': 'Mistral-7B-Instruct-v0.2',
|
| 263 |
+
'offsetgroup': 'Mistral-7B-Instruct-v0.2',
|
| 264 |
+
'orientation': 'v',
|
| 265 |
+
'showlegend': True,
|
| 266 |
+
'textposition': 'auto',
|
| 267 |
+
'type': 'bar',
|
| 268 |
+
'x': array(['Mistral-7B-Instruct-v0.2'], dtype=object),
|
| 269 |
+
'xaxis': 'x',
|
| 270 |
+
'y': array([0.08803149]),
|
| 271 |
+
'yaxis': 'y'},
|
| 272 |
+
{'alignmentgroup': 'True',
|
| 273 |
+
'hovertemplate': 'Model=%{x}<br>Execution cost ($)=%{y}<extra></extra>',
|
| 274 |
+
'legendgroup': 'TinyLlama/TinyLlama-1.1B-Chat-v1.0',
|
| 275 |
+
'marker': {'color': '#B6E880', 'pattern': {'shape': ''}},
|
| 276 |
+
'name': 'TinyLlama/TinyLlama-1.1B-Chat-v1.0',
|
| 277 |
+
'offsetgroup': 'TinyLlama/TinyLlama-1.1B-Chat-v1.0',
|
| 278 |
+
'orientation': 'v',
|
| 279 |
+
'showlegend': True,
|
| 280 |
+
'textposition': 'auto',
|
| 281 |
+
'type': 'bar',
|
| 282 |
+
'x': array(['TinyLlama/TinyLlama-1.1B-Chat-v1.0'], dtype=object),
|
| 283 |
+
'xaxis': 'x',
|
| 284 |
+
'y': array([0.04039957]),
|
| 285 |
+
'yaxis': 'y'},
|
| 286 |
+
{'alignmentgroup': 'True',
|
| 287 |
+
'hovertemplate': 'Model=%{x}<br>Execution cost ($)=%{y}<extra></extra>',
|
| 288 |
+
'legendgroup': 'gemini-pro',
|
| 289 |
+
'marker': {'color': '#FF97FF', 'pattern': {'shape': ''}},
|
| 290 |
+
'name': 'gemini-pro',
|
| 291 |
+
'offsetgroup': 'gemini-pro',
|
| 292 |
+
'orientation': 'v',
|
| 293 |
+
'showlegend': True,
|
| 294 |
+
'textposition': 'auto',
|
| 295 |
+
'type': 'bar',
|
| 296 |
+
'x': array(['gemini-pro'], dtype=object),
|
| 297 |
+
'xaxis': 'x',
|
| 298 |
+
'y': array([0.000651]),
|
| 299 |
+
'yaxis': 'y'},
|
| 300 |
+
{'alignmentgroup': 'True',
|
| 301 |
+
'hovertemplate': 'Model=%{x}<br>Execution cost ($)=%{y}<extra></extra>',
|
| 302 |
+
'legendgroup': 'chat-bison (PaLM 2)',
|
| 303 |
+
'marker': {'color': '#FECB52', 'pattern': {'shape': ''}},
|
| 304 |
+
'name': 'chat-bison (PaLM 2)',
|
| 305 |
+
'offsetgroup': 'chat-bison (PaLM 2)',
|
| 306 |
+
'orientation': 'v',
|
| 307 |
+
'showlegend': True,
|
| 308 |
+
'textposition': 'auto',
|
| 309 |
+
'type': 'bar',
|
| 310 |
+
'x': array(['chat-bison (PaLM 2)'], dtype=object),
|
| 311 |
+
'xaxis': 'x',
|
| 312 |
+
'y': array([0.]),
|
| 313 |
+
'yaxis': 'y'},
|
| 314 |
+
{'alignmentgroup': 'True',
|
| 315 |
+
'hovertemplate': 'Model=%{x}<br>Execution cost ($)=%{y}<extra></extra>',
|
| 316 |
+
'legendgroup': 'chat-bison-32k (PaLM 2 32K)',
|
| 317 |
+
'marker': {'color': '#636efa', 'pattern': {'shape': ''}},
|
| 318 |
+
'name': 'chat-bison-32k (PaLM 2 32K)',
|
| 319 |
+
'offsetgroup': 'chat-bison-32k (PaLM 2 32K)',
|
| 320 |
+
'orientation': 'v',
|
| 321 |
+
'showlegend': True,
|
| 322 |
+
'textposition': 'auto',
|
| 323 |
+
'type': 'bar',
|
| 324 |
+
'x': array(['chat-bison-32k (PaLM 2 32K)'], dtype=object),
|
| 325 |
+
'xaxis': 'x',
|
| 326 |
+
'y': array([0.]),
|
| 327 |
+
'yaxis': 'y'}],
|
| 328 |
+
'layout': {'barmode': 'relative',
|
| 329 |
+
'legend': {'title': {'text': 'Model'}, 'tracegroupgap': 0},
|
| 330 |
+
'template': '...',
|
| 331 |
+
'title': {'text': 'Costs of execution of 39 test queries per model'},
|
| 332 |
+
'xaxis': {'anchor': 'y', 'domain': [0.0, 1.0], 'title': {'text': 'Model'}},
|
| 333 |
+
'yaxis': {'anchor': 'x', 'domain': [0.0, 1.0], 'title': {'text': 'Execution cost ($)'}}}
|
| 334 |
+
})",Costs of execution of 39 test queries per model,Note that some providers bill by token count and some by execution time. In the second case we used averaged pausing and resuming time to calculate the cost and assumed that all queries have been done in one session. Also note that for now the Gemini-Pro model is free for under 60 queries per minute.,"{""data"":[{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution cost ($)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""gpt-3.5-turbo"",""marker"":{""color"":""#636efa"",""pattern"":{""shape"":""""}},""name"":""gpt-3.5-turbo"",""offsetgroup"":""gpt-3.5-turbo"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""gpt-3.5-turbo"",""gpt-3.5-turbo""],""xaxis"":""x"",""y"":[0.002434,0.002434],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution cost ($)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""gpt-4-turbo"",""marker"":{""color"":""#EF553B"",""pattern"":{""shape"":""""}},""name"":""gpt-4-turbo"",""offsetgroup"":""gpt-4-turbo"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""gpt-4-turbo""],""xaxis"":""x"",""y"":[0.029670000000000002],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution cost ($)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""gpt-4"",""marker"":{""color"":""#00cc96"",""pattern"":{""shape"":""""}},""name"":""gpt-4"",""offsetgroup"":""gpt-4"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""gpt-4""],""xaxis"":""x"",""y"":[0.07839],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution cost ($)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""llama-2-70b-chat"",""marker"":{""color"":""#ab63fa"",""pattern"":{""shape"":""""}},""name"":""llama-2-70b-chat"",""offsetgroup"":""llama-2-70b-chat"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""llama-2-70b-chat""],""xaxis"":""x"",""y"":[0.0011922],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution cost ($)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""Mixtral-8x7B-Instruct-v0.1"",""marker"":{""color"":""#FFA15A"",""pattern"":{""shape"":""""}},""name"":""Mixtral-8x7B-Instruct-v0.1"",""offsetgroup"":""Mixtral-8x7B-Instruct-v0.1"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""Mixtral-8x7B-Instruct-v0.1""],""xaxis"":""x"",""y"":[0.0021672],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution cost ($)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""zephyr-7b-beta"",""marker"":{""color"":""#19d3f3"",""pattern"":{""shape"":""""}},""name"":""zephyr-7b-beta"",""offsetgroup"":""zephyr-7b-beta"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""zephyr-7b-beta""],""xaxis"":""x"",""y"":[0.08803054547641014],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution cost ($)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""Mistral-7B-Instruct-v0.2"",""marker"":{""color"":""#FF6692"",""pattern"":{""shape"":""""}},""name"":""Mistral-7B-Instruct-v0.2"",""offsetgroup"":""Mistral-7B-Instruct-v0.2"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""Mistral-7B-Instruct-v0.2""],""xaxis"":""x"",""y"":[0.08803148682845963],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution cost ($)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""TinyLlama\u002fTinyLlama-1.1B-Chat-v1.0"",""marker"":{""color"":""#B6E880"",""pattern"":{""shape"":""""}},""name"":""TinyLlama\u002fTinyLlama-1.1B-Chat-v1.0"",""offsetgroup"":""TinyLlama\u002fTinyLlama-1.1B-Chat-v1.0"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""TinyLlama\u002fTinyLlama-1.1B-Chat-v1.0""],""xaxis"":""x"",""y"":[0.040399565458297725],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution cost ($)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""gemini-pro"",""marker"":{""color"":""#FF97FF"",""pattern"":{""shape"":""""}},""name"":""gemini-pro"",""offsetgroup"":""gemini-pro"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""gemini-pro""],""xaxis"":""x"",""y"":[0.000651],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution cost ($)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""chat-bison (PaLM 2)"",""marker"":{""color"":""#FECB52"",""pattern"":{""shape"":""""}},""name"":""chat-bison (PaLM 2)"",""offsetgroup"":""chat-bison (PaLM 2)"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""chat-bison (PaLM 2)""],""xaxis"":""x"",""y"":[0.0],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution cost ($)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""chat-bison-32k (PaLM 2 32K)"",""marker"":{""color"":""#636efa"",""pattern"":{""shape"":""""}},""name"":""chat-bison-32k (PaLM 2 32K)"",""offsetgroup"":""chat-bison-32k (PaLM 2 32K)"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""chat-bison-32k (PaLM 2 32K)""],""xaxis"":""x"",""y"":[0.0],""yaxis"":""y"",""type"":""bar""}],""layout"":{""template"":{""data"":{""histogram2dcontour"":[{""type"":""histogram2dcontour"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""choropleth"":[{""type"":""choropleth"",""colorbar"":{""outlinewidth"":0,""ticks"":""""}}],""histogram2d"":[{""type"":""histogram2d"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""heatmap"":[{""type"":""heatmap"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""heatmapgl"":[{""type"":""heatmapgl"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""contourcarpet"":[{""type"":""contourcarpet"",""colorbar"":{""outlinewidth"":0,""ticks"":""""}}],""contour"":[{""type"":""contour"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""surface"":[{""type"":""surface"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""mesh3d"":[{""type"":""mesh3d"",""colorbar"":{""outlinewidth"":0,""ticks"":""""}}],""scatter"":[{""fillpattern"":{""fillmode"":""overlay"",""size"":10,""solidity"":0.2},""type"":""scatter""}],""parcoords"":[{""type"":""parcoords"",""line"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scatterpolargl"":[{""type"":""scatterpolargl"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""bar"":[{""error_x"":{""color"":""#2a3f5f""},""error_y"":{""color"":""#2a3f5f""},""marker"":{""line"":{""color"":""#E5ECF6"",""width"":0.5},""pattern"":{""fillmode"":""overlay"",""size"":10,""solidity"":0.2}},""type"":""bar""}],""scattergeo"":[{""type"":""scattergeo"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scatterpolar"":[{""type"":""scatterpolar"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""histogram"":[{""marker"":{""pattern"":{""fillmode"":""overlay"",""size"":10,""solidity"":0.2}},""type"":""histogram""}],""scattergl"":[{""type"":""scattergl"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scatter3d"":[{""type"":""scatter3d"",""line"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}},""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scattermapbox"":[{""type"":""scattermapbox"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scatterternary"":[{""type"":""scatterternary"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scattercarpet"":[{""type"":""scattercarpet"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""carpet"":[{""aaxis"":{""endlinecolor"":""#2a3f5f"",""gridcolor"":""white"",""linecolor"":""white"",""minorgridcolor"":""white"",""startlinecolor"":""#2a3f5f""},""baxis"":{""endlinecolor"":""#2a3f5f"",""gridcolor"":""white"",""linecolor"":""white"",""minorgridcolor"":""white"",""startlinecolor"":""#2a3f5f""},""type"":""carpet""}],""table"":[{""cells"":{""fill"":{""color"":""#EBF0F8""},""line"":{""color"":""white""}},""header"":{""fill"":{""color"":""#C8D4E3""},""line"":{""color"":""white""}},""type"":""table""}],""barpolar"":[{""marker"":{""line"":{""color"":""#E5ECF6"",""width"":0.5},""pattern"":{""fillmode"":""overlay"",""size"":10,""solidity"":0.2}},""type"":""barpolar""}],""pie"":[{""automargin"":true,""type"":""pie""}]},""layout"":{""autotypenumbers"":""strict"",""colorway"":[""#636efa"",""#EF553B"",""#00cc96"",""#ab63fa"",""#FFA15A"",""#19d3f3"",""#FF6692"",""#B6E880"",""#FF97FF"",""#FECB52""],""font"":{""color"":""#2a3f5f""},""hovermode"":""closest"",""hoverlabel"":{""align"":""left""},""paper_bgcolor"":""white"",""plot_bgcolor"":""#E5ECF6"",""polar"":{""bgcolor"":""#E5ECF6"",""angularaxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":""""},""radialaxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":""""}},""ternary"":{""bgcolor"":""#E5ECF6"",""aaxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":""""},""baxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":""""},""caxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":""""}},""coloraxis"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}},""colorscale"":{""sequential"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]],""sequentialminus"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]],""diverging"":[[0,""#8e0152""],[0.1,""#c51b7d""],[0.2,""#de77ae""],[0.3,""#f1b6da""],[0.4,""#fde0ef""],[0.5,""#f7f7f7""],[0.6,""#e6f5d0""],[0.7,""#b8e186""],[0.8,""#7fbc41""],[0.9,""#4d9221""],[1,""#276419""]]},""xaxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":"""",""title"":{""standoff"":15},""zerolinecolor"":""white"",""automargin"":true,""zerolinewidth"":2},""yaxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":"""",""title"":{""standoff"":15},""zerolinecolor"":""white"",""automargin"":true,""zerolinewidth"":2},""scene"":{""xaxis"":{""backgroundcolor"":""#E5ECF6"",""gridcolor"":""white"",""linecolor"":""white"",""showbackground"":true,""ticks"":"""",""zerolinecolor"":""white"",""gridwidth"":2},""yaxis"":{""backgroundcolor"":""#E5ECF6"",""gridcolor"":""white"",""linecolor"":""white"",""showbackground"":true,""ticks"":"""",""zerolinecolor"":""white"",""gridwidth"":2},""zaxis"":{""backgroundcolor"":""#E5ECF6"",""gridcolor"":""white"",""linecolor"":""white"",""showbackground"":true,""ticks"":"""",""zerolinecolor"":""white"",""gridwidth"":2}},""shapedefaults"":{""line"":{""color"":""#2a3f5f""}},""annotationdefaults"":{""arrowcolor"":""#2a3f5f"",""arrowhead"":0,""arrowwidth"":1},""geo"":{""bgcolor"":""white"",""landcolor"":""#E5ECF6"",""subunitcolor"":""white"",""showland"":true,""showlakes"":true,""lakecolor"":""white""},""title"":{""x"":0.05},""mapbox"":{""style"":""light""}}},""xaxis"":{""anchor"":""y"",""domain"":[0.0,1.0],""title"":{""text"":""Model""}},""yaxis"":{""anchor"":""x"",""domain"":[0.0,1.0],""title"":{""text"":""Execution cost ($)""}},""legend"":{""title"":{""text"":""Model""},""tracegroupgap"":0},""title"":{""text"":""Costs of execution of 39 test queries per model""},""barmode"":""relative""}}"
|
| 335 |
+
./html/plots/model_sizes.html,"Figure({
|
| 336 |
+
'data': [{'alignmentgroup': 'True',
|
| 337 |
+
'hovertemplate': 'Model=%{x}<br>Model size (B params)=%{y}<extra></extra>',
|
| 338 |
+
'legendgroup': 'Mixtral-8x7B-Instruct-v0.1',
|
| 339 |
+
'marker': {'color': '#636efa', 'pattern': {'shape': ''}},
|
| 340 |
+
'name': 'Mixtral-8x7B-Instruct-v0.1',
|
| 341 |
+
'offsetgroup': 'Mixtral-8x7B-Instruct-v0.1',
|
| 342 |
+
'orientation': 'v',
|
| 343 |
+
'showlegend': True,
|
| 344 |
+
'textposition': 'auto',
|
| 345 |
+
'type': 'bar',
|
| 346 |
+
'x': array(['Mixtral-8x7B-Instruct-v0.1'], dtype=object),
|
| 347 |
+
'xaxis': 'x',
|
| 348 |
+
'y': array([56.]),
|
| 349 |
+
'yaxis': 'y'},
|
| 350 |
+
{'alignmentgroup': 'True',
|
| 351 |
+
'hovertemplate': 'Model=%{x}<br>Model size (B params)=%{y}<extra></extra>',
|
| 352 |
+
'legendgroup': 'zephyr-7b-beta',
|
| 353 |
+
'marker': {'color': '#EF553B', 'pattern': {'shape': ''}},
|
| 354 |
+
'name': 'zephyr-7b-beta',
|
| 355 |
+
'offsetgroup': 'zephyr-7b-beta',
|
| 356 |
+
'orientation': 'v',
|
| 357 |
+
'showlegend': True,
|
| 358 |
+
'textposition': 'auto',
|
| 359 |
+
'type': 'bar',
|
| 360 |
+
'x': array(['zephyr-7b-beta'], dtype=object),
|
| 361 |
+
'xaxis': 'x',
|
| 362 |
+
'y': array([7.]),
|
| 363 |
+
'yaxis': 'y'},
|
| 364 |
+
{'alignmentgroup': 'True',
|
| 365 |
+
'hovertemplate': 'Model=%{x}<br>Model size (B params)=%{y}<extra></extra>',
|
| 366 |
+
'legendgroup': 'Mistral-7B-Instruct-v0.2',
|
| 367 |
+
'marker': {'color': '#00cc96', 'pattern': {'shape': ''}},
|
| 368 |
+
'name': 'Mistral-7B-Instruct-v0.2',
|
| 369 |
+
'offsetgroup': 'Mistral-7B-Instruct-v0.2',
|
| 370 |
+
'orientation': 'v',
|
| 371 |
+
'showlegend': True,
|
| 372 |
+
'textposition': 'auto',
|
| 373 |
+
'type': 'bar',
|
| 374 |
+
'x': array(['Mistral-7B-Instruct-v0.2'], dtype=object),
|
| 375 |
+
'xaxis': 'x',
|
| 376 |
+
'y': array([7.]),
|
| 377 |
+
'yaxis': 'y'},
|
| 378 |
+
{'alignmentgroup': 'True',
|
| 379 |
+
'hovertemplate': 'Model=%{x}<br>Model size (B params)=%{y}<extra></extra>',
|
| 380 |
+
'legendgroup': 'TinyLlama/TinyLlama-1.1B-Chat-v1.0',
|
| 381 |
+
'marker': {'color': '#ab63fa', 'pattern': {'shape': ''}},
|
| 382 |
+
'name': 'TinyLlama/TinyLlama-1.1B-Chat-v1.0',
|
| 383 |
+
'offsetgroup': 'TinyLlama/TinyLlama-1.1B-Chat-v1.0',
|
| 384 |
+
'orientation': 'v',
|
| 385 |
+
'showlegend': True,
|
| 386 |
+
'textposition': 'auto',
|
| 387 |
+
'type': 'bar',
|
| 388 |
+
'x': array(['TinyLlama/TinyLlama-1.1B-Chat-v1.0'], dtype=object),
|
| 389 |
+
'xaxis': 'x',
|
| 390 |
+
'y': array([1.1]),
|
| 391 |
+
'yaxis': 'y'}],
|
| 392 |
+
'layout': {'barmode': 'relative',
|
| 393 |
+
'legend': {'title': {'text': 'Model'}, 'tracegroupgap': 0},
|
| 394 |
+
'template': '...',
|
| 395 |
+
'title': {'text': 'Model sizes in billions of parameters'},
|
| 396 |
+
'xaxis': {'anchor': 'y', 'domain': [0.0, 1.0], 'title': {'text': 'Model'}},
|
| 397 |
+
'yaxis': {'anchor': 'x', 'domain': [0.0, 1.0], 'title': {'text': 'Model size (B params)'}}}
|
| 398 |
+
})",Model sizes in billions of parameters,Note that some models have undisclosed sizes.,"{""data"":[{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eModel size (B params)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""Mixtral-8x7B-Instruct-v0.1"",""marker"":{""color"":""#636efa"",""pattern"":{""shape"":""""}},""name"":""Mixtral-8x7B-Instruct-v0.1"",""offsetgroup"":""Mixtral-8x7B-Instruct-v0.1"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""Mixtral-8x7B-Instruct-v0.1""],""xaxis"":""x"",""y"":[56.0],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eModel size (B params)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""zephyr-7b-beta"",""marker"":{""color"":""#EF553B"",""pattern"":{""shape"":""""}},""name"":""zephyr-7b-beta"",""offsetgroup"":""zephyr-7b-beta"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""zephyr-7b-beta""],""xaxis"":""x"",""y"":[7.0],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eModel size (B params)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""Mistral-7B-Instruct-v0.2"",""marker"":{""color"":""#00cc96"",""pattern"":{""shape"":""""}},""name"":""Mistral-7B-Instruct-v0.2"",""offsetgroup"":""Mistral-7B-Instruct-v0.2"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""Mistral-7B-Instruct-v0.2""],""xaxis"":""x"",""y"":[7.0],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eModel size (B params)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""TinyLlama\u002fTinyLlama-1.1B-Chat-v1.0"",""marker"":{""color"":""#ab63fa"",""pattern"":{""shape"":""""}},""name"":""TinyLlama\u002fTinyLlama-1.1B-Chat-v1.0"",""offsetgroup"":""TinyLlama\u002fTinyLlama-1.1B-Chat-v1.0"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""TinyLlama\u002fTinyLlama-1.1B-Chat-v1.0""],""xaxis"":""x"",""y"":[1.1],""yaxis"":""y"",""type"":""bar""}],""layout"":{""template"":{""data"":{""histogram2dcontour"":[{""type"":""histogram2dcontour"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""choropleth"":[{""type"":""choropleth"",""colorbar"":{""outlinewidth"":0,""ticks"":""""}}],""histogram2d"":[{""type"":""histogram2d"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""heatmap"":[{""type"":""heatmap"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""heatmapgl"":[{""type"":""heatmapgl"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""contourcarpet"":[{""type"":""contourcarpet"",""colorbar"":{""outlinewidth"":0,""ticks"":""""}}],""contour"":[{""type"":""contour"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""surface"":[{""type"":""surface"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""mesh3d"":[{""type"":""mesh3d"",""colorbar"":{""outlinewidth"":0,""ticks"":""""}}],""scatter"":[{""fillpattern"":{""fillmode"":""overlay"",""size"":10,""solidity"":0.2},""type"":""scatter""}],""parcoords"":[{""type"":""parcoords"",""line"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scatterpolargl"":[{""type"":""scatterpolargl"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""bar"":[{""error_x"":{""color"":""#2a3f5f""},""error_y"":{""color"":""#2a3f5f""},""marker"":{""line"":{""color"":""#E5ECF6"",""width"":0.5},""pattern"":{""fillmode"":""overlay"",""size"":10,""solidity"":0.2}},""type"":""bar""}],""scattergeo"":[{""type"":""scattergeo"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scatterpolar"":[{""type"":""scatterpolar"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""histogram"":[{""marker"":{""pattern"":{""fillmode"":""overlay"",""size"":10,""solidity"":0.2}},""type"":""histogram""}],""scattergl"":[{""type"":""scattergl"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scatter3d"":[{""type"":""scatter3d"",""line"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}},""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scattermapbox"":[{""type"":""scattermapbox"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scatterternary"":[{""type"":""scatterternary"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scattercarpet"":[{""type"":""scattercarpet"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""carpet"":[{""aaxis"":{""endlinecolor"":""#2a3f5f"",""gridcolor"":""white"",""linecolor"":""white"",""minorgridcolor"":""white"",""startlinecolor"":""#2a3f5f""},""baxis"":{""endlinecolor"":""#2a3f5f"",""gridcolor"":""white"",""linecolor"":""white"",""minorgridcolor"":""white"",""startlinecolor"":""#2a3f5f""},""type"":""carpet""}],""table"":[{""cells"":{""fill"":{""color"":""#EBF0F8""},""line"":{""color"":""white""}},""header"":{""fill"":{""color"":""#C8D4E3""},""line"":{""color"":""white""}},""type"":""table""}],""barpolar"":[{""marker"":{""line"":{""color"":""#E5ECF6"",""width"":0.5},""pattern"":{""fillmode"":""overlay"",""size"":10,""solidity"":0.2}},""type"":""barpolar""}],""pie"":[{""automargin"":true,""type"":""pie""}]},""layout"":{""autotypenumbers"":""strict"",""colorway"":[""#636efa"",""#EF553B"",""#00cc96"",""#ab63fa"",""#FFA15A"",""#19d3f3"",""#FF6692"",""#B6E880"",""#FF97FF"",""#FECB52""],""font"":{""color"":""#2a3f5f""},""hovermode"":""closest"",""hoverlabel"":{""align"":""left""},""paper_bgcolor"":""white"",""plot_bgcolor"":""#E5ECF6"",""polar"":{""bgcolor"":""#E5ECF6"",""angularaxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":""""},""radialaxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":""""}},""ternary"":{""bgcolor"":""#E5ECF6"",""aaxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":""""},""baxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":""""},""caxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":""""}},""coloraxis"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}},""colorscale"":{""sequential"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]],""sequentialminus"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]],""diverging"":[[0,""#8e0152""],[0.1,""#c51b7d""],[0.2,""#de77ae""],[0.3,""#f1b6da""],[0.4,""#fde0ef""],[0.5,""#f7f7f7""],[0.6,""#e6f5d0""],[0.7,""#b8e186""],[0.8,""#7fbc41""],[0.9,""#4d9221""],[1,""#276419""]]},""xaxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":"""",""title"":{""standoff"":15},""zerolinecolor"":""white"",""automargin"":true,""zerolinewidth"":2},""yaxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":"""",""title"":{""standoff"":15},""zerolinecolor"":""white"",""automargin"":true,""zerolinewidth"":2},""scene"":{""xaxis"":{""backgroundcolor"":""#E5ECF6"",""gridcolor"":""white"",""linecolor"":""white"",""showbackground"":true,""ticks"":"""",""zerolinecolor"":""white"",""gridwidth"":2},""yaxis"":{""backgroundcolor"":""#E5ECF6"",""gridcolor"":""white"",""linecolor"":""white"",""showbackground"":true,""ticks"":"""",""zerolinecolor"":""white"",""gridwidth"":2},""zaxis"":{""backgroundcolor"":""#E5ECF6"",""gridcolor"":""white"",""linecolor"":""white"",""showbackground"":true,""ticks"":"""",""zerolinecolor"":""white"",""gridwidth"":2}},""shapedefaults"":{""line"":{""color"":""#2a3f5f""}},""annotationdefaults"":{""arrowcolor"":""#2a3f5f"",""arrowhead"":0,""arrowwidth"":1},""geo"":{""bgcolor"":""white"",""landcolor"":""#E5ECF6"",""subunitcolor"":""white"",""showland"":true,""showlakes"":true,""lakecolor"":""white""},""title"":{""x"":0.05},""mapbox"":{""style"":""light""}}},""xaxis"":{""anchor"":""y"",""domain"":[0.0,1.0],""title"":{""text"":""Model""}},""yaxis"":{""anchor"":""x"",""domain"":[0.0,1.0],""title"":{""text"":""Model size (B params)""}},""legend"":{""title"":{""text"":""Model""},""tracegroupgap"":0},""title"":{""text"":""Model sizes in billions of parameters""},""barmode"":""relative""}}"
|
data/2024-01-26 11:06:20.415218_general_plot.csv
ADDED
|
@@ -0,0 +1,398 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
path,plot_object,description,comment,plot_json
|
| 2 |
+
./html/plots/response_times.html,"Figure({
|
| 3 |
+
'data': [{'alignmentgroup': 'True',
|
| 4 |
+
'hovertemplate': 'Model=%{x}<br>Execution time (s)=%{y}<extra></extra>',
|
| 5 |
+
'legendgroup': 'Mistral-7B-Instruct-v0.2',
|
| 6 |
+
'marker': {'color': '#636efa', 'pattern': {'shape': ''}},
|
| 7 |
+
'name': 'Mistral-7B-Instruct-v0.2',
|
| 8 |
+
'offsetgroup': 'Mistral-7B-Instruct-v0.2',
|
| 9 |
+
'orientation': 'v',
|
| 10 |
+
'showlegend': True,
|
| 11 |
+
'textposition': 'auto',
|
| 12 |
+
'type': 'bar',
|
| 13 |
+
'x': array(['Mistral-7B-Instruct-v0.2'], dtype=object),
|
| 14 |
+
'xaxis': 'x',
|
| 15 |
+
'y': array([3.17454003]),
|
| 16 |
+
'yaxis': 'y'},
|
| 17 |
+
{'alignmentgroup': 'True',
|
| 18 |
+
'hovertemplate': 'Model=%{x}<br>Execution time (s)=%{y}<extra></extra>',
|
| 19 |
+
'legendgroup': 'Mixtral-8x7B-Instruct-v0.1',
|
| 20 |
+
'marker': {'color': '#EF553B', 'pattern': {'shape': ''}},
|
| 21 |
+
'name': 'Mixtral-8x7B-Instruct-v0.1',
|
| 22 |
+
'offsetgroup': 'Mixtral-8x7B-Instruct-v0.1',
|
| 23 |
+
'orientation': 'v',
|
| 24 |
+
'showlegend': True,
|
| 25 |
+
'textposition': 'auto',
|
| 26 |
+
'type': 'bar',
|
| 27 |
+
'x': array(['Mixtral-8x7B-Instruct-v0.1'], dtype=object),
|
| 28 |
+
'xaxis': 'x',
|
| 29 |
+
'y': array([7.14219763]),
|
| 30 |
+
'yaxis': 'y'},
|
| 31 |
+
{'alignmentgroup': 'True',
|
| 32 |
+
'hovertemplate': 'Model=%{x}<br>Execution time (s)=%{y}<extra></extra>',
|
| 33 |
+
'legendgroup': 'TinyLlama/TinyLlama-1.1B-Chat-v1.0',
|
| 34 |
+
'marker': {'color': '#00cc96', 'pattern': {'shape': ''}},
|
| 35 |
+
'name': 'TinyLlama/TinyLlama-1.1B-Chat-v1.0',
|
| 36 |
+
'offsetgroup': 'TinyLlama/TinyLlama-1.1B-Chat-v1.0',
|
| 37 |
+
'orientation': 'v',
|
| 38 |
+
'showlegend': True,
|
| 39 |
+
'textposition': 'auto',
|
| 40 |
+
'type': 'bar',
|
| 41 |
+
'x': array(['TinyLlama/TinyLlama-1.1B-Chat-v1.0'], dtype=object),
|
| 42 |
+
'xaxis': 'x',
|
| 43 |
+
'y': array([1.29026454]),
|
| 44 |
+
'yaxis': 'y'},
|
| 45 |
+
{'alignmentgroup': 'True',
|
| 46 |
+
'hovertemplate': 'Model=%{x}<br>Execution time (s)=%{y}<extra></extra>',
|
| 47 |
+
'legendgroup': 'chat-bison',
|
| 48 |
+
'marker': {'color': '#ab63fa', 'pattern': {'shape': ''}},
|
| 49 |
+
'name': 'chat-bison',
|
| 50 |
+
'offsetgroup': 'chat-bison',
|
| 51 |
+
'orientation': 'v',
|
| 52 |
+
'showlegend': True,
|
| 53 |
+
'textposition': 'auto',
|
| 54 |
+
'type': 'bar',
|
| 55 |
+
'x': array(['chat-bison'], dtype=object),
|
| 56 |
+
'xaxis': 'x',
|
| 57 |
+
'y': array([3.89024363]),
|
| 58 |
+
'yaxis': 'y'},
|
| 59 |
+
{'alignmentgroup': 'True',
|
| 60 |
+
'hovertemplate': 'Model=%{x}<br>Execution time (s)=%{y}<extra></extra>',
|
| 61 |
+
'legendgroup': 'chat-bison-32k',
|
| 62 |
+
'marker': {'color': '#FFA15A', 'pattern': {'shape': ''}},
|
| 63 |
+
'name': 'chat-bison-32k',
|
| 64 |
+
'offsetgroup': 'chat-bison-32k',
|
| 65 |
+
'orientation': 'v',
|
| 66 |
+
'showlegend': True,
|
| 67 |
+
'textposition': 'auto',
|
| 68 |
+
'type': 'bar',
|
| 69 |
+
'x': array(['chat-bison-32k'], dtype=object),
|
| 70 |
+
'xaxis': 'x',
|
| 71 |
+
'y': array([4.12817777]),
|
| 72 |
+
'yaxis': 'y'},
|
| 73 |
+
{'alignmentgroup': 'True',
|
| 74 |
+
'hovertemplate': 'Model=%{x}<br>Execution time (s)=%{y}<extra></extra>',
|
| 75 |
+
'legendgroup': 'gemini-pro',
|
| 76 |
+
'marker': {'color': '#19d3f3', 'pattern': {'shape': ''}},
|
| 77 |
+
'name': 'gemini-pro',
|
| 78 |
+
'offsetgroup': 'gemini-pro',
|
| 79 |
+
'orientation': 'v',
|
| 80 |
+
'showlegend': True,
|
| 81 |
+
'textposition': 'auto',
|
| 82 |
+
'type': 'bar',
|
| 83 |
+
'x': array(['gemini-pro'], dtype=object),
|
| 84 |
+
'xaxis': 'x',
|
| 85 |
+
'y': array([4.72138064]),
|
| 86 |
+
'yaxis': 'y'},
|
| 87 |
+
{'alignmentgroup': 'True',
|
| 88 |
+
'hovertemplate': 'Model=%{x}<br>Execution time (s)=%{y}<extra></extra>',
|
| 89 |
+
'legendgroup': 'gpt-3.5-turbo',
|
| 90 |
+
'marker': {'color': '#FF6692', 'pattern': {'shape': ''}},
|
| 91 |
+
'name': 'gpt-3.5-turbo',
|
| 92 |
+
'offsetgroup': 'gpt-3.5-turbo',
|
| 93 |
+
'orientation': 'v',
|
| 94 |
+
'showlegend': True,
|
| 95 |
+
'textposition': 'auto',
|
| 96 |
+
'type': 'bar',
|
| 97 |
+
'x': array(['gpt-3.5-turbo'], dtype=object),
|
| 98 |
+
'xaxis': 'x',
|
| 99 |
+
'y': array([5.28237349]),
|
| 100 |
+
'yaxis': 'y'},
|
| 101 |
+
{'alignmentgroup': 'True',
|
| 102 |
+
'hovertemplate': 'Model=%{x}<br>Execution time (s)=%{y}<extra></extra>',
|
| 103 |
+
'legendgroup': 'gpt-4',
|
| 104 |
+
'marker': {'color': '#B6E880', 'pattern': {'shape': ''}},
|
| 105 |
+
'name': 'gpt-4',
|
| 106 |
+
'offsetgroup': 'gpt-4',
|
| 107 |
+
'orientation': 'v',
|
| 108 |
+
'showlegend': True,
|
| 109 |
+
'textposition': 'auto',
|
| 110 |
+
'type': 'bar',
|
| 111 |
+
'x': array(['gpt-4'], dtype=object),
|
| 112 |
+
'xaxis': 'x',
|
| 113 |
+
'y': array([15.52184566]),
|
| 114 |
+
'yaxis': 'y'},
|
| 115 |
+
{'alignmentgroup': 'True',
|
| 116 |
+
'hovertemplate': 'Model=%{x}<br>Execution time (s)=%{y}<extra></extra>',
|
| 117 |
+
'legendgroup': 'gpt-4-turbo',
|
| 118 |
+
'marker': {'color': '#FF97FF', 'pattern': {'shape': ''}},
|
| 119 |
+
'name': 'gpt-4-turbo',
|
| 120 |
+
'offsetgroup': 'gpt-4-turbo',
|
| 121 |
+
'orientation': 'v',
|
| 122 |
+
'showlegend': True,
|
| 123 |
+
'textposition': 'auto',
|
| 124 |
+
'type': 'bar',
|
| 125 |
+
'x': array(['gpt-4-turbo'], dtype=object),
|
| 126 |
+
'xaxis': 'x',
|
| 127 |
+
'y': array([14.00852903]),
|
| 128 |
+
'yaxis': 'y'},
|
| 129 |
+
{'alignmentgroup': 'True',
|
| 130 |
+
'hovertemplate': 'Model=%{x}<br>Execution time (s)=%{y}<extra></extra>',
|
| 131 |
+
'legendgroup': 'llama-2-70b-chat',
|
| 132 |
+
'marker': {'color': '#FECB52', 'pattern': {'shape': ''}},
|
| 133 |
+
'name': 'llama-2-70b-chat',
|
| 134 |
+
'offsetgroup': 'llama-2-70b-chat',
|
| 135 |
+
'orientation': 'v',
|
| 136 |
+
'showlegend': True,
|
| 137 |
+
'textposition': 'auto',
|
| 138 |
+
'type': 'bar',
|
| 139 |
+
'x': array(['llama-2-70b-chat'], dtype=object),
|
| 140 |
+
'xaxis': 'x',
|
| 141 |
+
'y': array([6.0658799]),
|
| 142 |
+
'yaxis': 'y'},
|
| 143 |
+
{'alignmentgroup': 'True',
|
| 144 |
+
'hovertemplate': 'Model=%{x}<br>Execution time (s)=%{y}<extra></extra>',
|
| 145 |
+
'legendgroup': 'zephyr-7b-beta',
|
| 146 |
+
'marker': {'color': '#636efa', 'pattern': {'shape': ''}},
|
| 147 |
+
'name': 'zephyr-7b-beta',
|
| 148 |
+
'offsetgroup': 'zephyr-7b-beta',
|
| 149 |
+
'orientation': 'v',
|
| 150 |
+
'showlegend': True,
|
| 151 |
+
'textposition': 'auto',
|
| 152 |
+
'type': 'bar',
|
| 153 |
+
'x': array(['zephyr-7b-beta'], dtype=object),
|
| 154 |
+
'xaxis': 'x',
|
| 155 |
+
'y': array([3.23879932]),
|
| 156 |
+
'yaxis': 'y'}],
|
| 157 |
+
'layout': {'barmode': 'relative',
|
| 158 |
+
'legend': {'title': {'text': 'Model'}, 'tracegroupgap': 0},
|
| 159 |
+
'template': '...',
|
| 160 |
+
'title': {'text': 'Model endpoints response times'},
|
| 161 |
+
'xaxis': {'anchor': 'y',
|
| 162 |
+
'categoryarray': [Mistral-7B-Instruct-v0.2,
|
| 163 |
+
Mixtral-8x7B-Instruct-v0.1,
|
| 164 |
+
TinyLlama/TinyLlama-1.1B-Chat-v1.0,
|
| 165 |
+
chat-bison, chat-bison-32k, gemini-pro,
|
| 166 |
+
gpt-3.5-turbo, gpt-4, gpt-4-turbo,
|
| 167 |
+
llama-2-70b-chat, zephyr-7b-beta],
|
| 168 |
+
'categoryorder': 'array',
|
| 169 |
+
'domain': [0.0, 1.0],
|
| 170 |
+
'title': {'text': 'Model'}},
|
| 171 |
+
'yaxis': {'anchor': 'x', 'domain': [0.0, 1.0], 'title': {'text': 'Execution time (s)'}}}
|
| 172 |
+
})",Model endpoints response times,,"{""data"":[{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution time (s)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""Mistral-7B-Instruct-v0.2"",""marker"":{""color"":""#636efa"",""pattern"":{""shape"":""""}},""name"":""Mistral-7B-Instruct-v0.2"",""offsetgroup"":""Mistral-7B-Instruct-v0.2"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""Mistral-7B-Instruct-v0.2""],""xaxis"":""x"",""y"":[3.174540030956268],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution time (s)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""Mixtral-8x7B-Instruct-v0.1"",""marker"":{""color"":""#EF553B"",""pattern"":{""shape"":""""}},""name"":""Mixtral-8x7B-Instruct-v0.1"",""offsetgroup"":""Mixtral-8x7B-Instruct-v0.1"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""Mixtral-8x7B-Instruct-v0.1""],""xaxis"":""x"",""y"":[7.142197625471814],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution time (s)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""TinyLlama\u002fTinyLlama-1.1B-Chat-v1.0"",""marker"":{""color"":""#00cc96"",""pattern"":{""shape"":""""}},""name"":""TinyLlama\u002fTinyLlama-1.1B-Chat-v1.0"",""offsetgroup"":""TinyLlama\u002fTinyLlama-1.1B-Chat-v1.0"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""TinyLlama\u002fTinyLlama-1.1B-Chat-v1.0""],""xaxis"":""x"",""y"":[1.2902645373344421],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution time (s)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""chat-bison"",""marker"":{""color"":""#ab63fa"",""pattern"":{""shape"":""""}},""name"":""chat-bison"",""offsetgroup"":""chat-bison"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""chat-bison""],""xaxis"":""x"",""y"":[3.890243631601334],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution time (s)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""chat-bison-32k"",""marker"":{""color"":""#FFA15A"",""pattern"":{""shape"":""""}},""name"":""chat-bison-32k"",""offsetgroup"":""chat-bison-32k"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""chat-bison-32k""],""xaxis"":""x"",""y"":[4.128177767992019],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution time (s)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""gemini-pro"",""marker"":{""color"":""#19d3f3"",""pattern"":{""shape"":""""}},""name"":""gemini-pro"",""offsetgroup"":""gemini-pro"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""gemini-pro""],""xaxis"":""x"",""y"":[4.72138064004937],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution time (s)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""gpt-3.5-turbo"",""marker"":{""color"":""#FF6692"",""pattern"":{""shape"":""""}},""name"":""gpt-3.5-turbo"",""offsetgroup"":""gpt-3.5-turbo"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""gpt-3.5-turbo""],""xaxis"":""x"",""y"":[5.282373493889353],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution time (s)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""gpt-4"",""marker"":{""color"":""#B6E880"",""pattern"":{""shape"":""""}},""name"":""gpt-4"",""offsetgroup"":""gpt-4"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""gpt-4""],""xaxis"":""x"",""y"":[15.5218456586202],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution time (s)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""gpt-4-turbo"",""marker"":{""color"":""#FF97FF"",""pattern"":{""shape"":""""}},""name"":""gpt-4-turbo"",""offsetgroup"":""gpt-4-turbo"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""gpt-4-turbo""],""xaxis"":""x"",""y"":[14.008529031276703],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution time (s)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""llama-2-70b-chat"",""marker"":{""color"":""#FECB52"",""pattern"":{""shape"":""""}},""name"":""llama-2-70b-chat"",""offsetgroup"":""llama-2-70b-chat"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""llama-2-70b-chat""],""xaxis"":""x"",""y"":[6.06587989590749],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution time (s)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""zephyr-7b-beta"",""marker"":{""color"":""#636efa"",""pattern"":{""shape"":""""}},""name"":""zephyr-7b-beta"",""offsetgroup"":""zephyr-7b-beta"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""zephyr-7b-beta""],""xaxis"":""x"",""y"":[3.2387993240356447],""yaxis"":""y"",""type"":""bar""}],""layout"":{""template"":{""data"":{""histogram2dcontour"":[{""type"":""histogram2dcontour"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""choropleth"":[{""type"":""choropleth"",""colorbar"":{""outlinewidth"":0,""ticks"":""""}}],""histogram2d"":[{""type"":""histogram2d"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""heatmap"":[{""type"":""heatmap"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""heatmapgl"":[{""type"":""heatmapgl"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""contourcarpet"":[{""type"":""contourcarpet"",""colorbar"":{""outlinewidth"":0,""ticks"":""""}}],""contour"":[{""type"":""contour"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""surface"":[{""type"":""surface"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""mesh3d"":[{""type"":""mesh3d"",""colorbar"":{""outlinewidth"":0,""ticks"":""""}}],""scatter"":[{""fillpattern"":{""fillmode"":""overlay"",""size"":10,""solidity"":0.2},""type"":""scatter""}],""parcoords"":[{""type"":""parcoords"",""line"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scatterpolargl"":[{""type"":""scatterpolargl"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""bar"":[{""error_x"":{""color"":""#2a3f5f""},""error_y"":{""color"":""#2a3f5f""},""marker"":{""line"":{""color"":""#E5ECF6"",""width"":0.5},""pattern"":{""fillmode"":""overlay"",""size"":10,""solidity"":0.2}},""type"":""bar""}],""scattergeo"":[{""type"":""scattergeo"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scatterpolar"":[{""type"":""scatterpolar"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""histogram"":[{""marker"":{""pattern"":{""fillmode"":""overlay"",""size"":10,""solidity"":0.2}},""type"":""histogram""}],""scattergl"":[{""type"":""scattergl"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scatter3d"":[{""type"":""scatter3d"",""line"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}},""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scattermapbox"":[{""type"":""scattermapbox"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scatterternary"":[{""type"":""scatterternary"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scattercarpet"":[{""type"":""scattercarpet"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""carpet"":[{""aaxis"":{""endlinecolor"":""#2a3f5f"",""gridcolor"":""white"",""linecolor"":""white"",""minorgridcolor"":""white"",""startlinecolor"":""#2a3f5f""},""baxis"":{""endlinecolor"":""#2a3f5f"",""gridcolor"":""white"",""linecolor"":""white"",""minorgridcolor"":""white"",""startlinecolor"":""#2a3f5f""},""type"":""carpet""}],""table"":[{""cells"":{""fill"":{""color"":""#EBF0F8""},""line"":{""color"":""white""}},""header"":{""fill"":{""color"":""#C8D4E3""},""line"":{""color"":""white""}},""type"":""table""}],""barpolar"":[{""marker"":{""line"":{""color"":""#E5ECF6"",""width"":0.5},""pattern"":{""fillmode"":""overlay"",""size"":10,""solidity"":0.2}},""type"":""barpolar""}],""pie"":[{""automargin"":true,""type"":""pie""}]},""layout"":{""autotypenumbers"":""strict"",""colorway"":[""#636efa"",""#EF553B"",""#00cc96"",""#ab63fa"",""#FFA15A"",""#19d3f3"",""#FF6692"",""#B6E880"",""#FF97FF"",""#FECB52""],""font"":{""color"":""#2a3f5f""},""hovermode"":""closest"",""hoverlabel"":{""align"":""left""},""paper_bgcolor"":""white"",""plot_bgcolor"":""#E5ECF6"",""polar"":{""bgcolor"":""#E5ECF6"",""angularaxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":""""},""radialaxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":""""}},""ternary"":{""bgcolor"":""#E5ECF6"",""aaxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":""""},""baxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":""""},""caxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":""""}},""coloraxis"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}},""colorscale"":{""sequential"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]],""sequentialminus"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]],""diverging"":[[0,""#8e0152""],[0.1,""#c51b7d""],[0.2,""#de77ae""],[0.3,""#f1b6da""],[0.4,""#fde0ef""],[0.5,""#f7f7f7""],[0.6,""#e6f5d0""],[0.7,""#b8e186""],[0.8,""#7fbc41""],[0.9,""#4d9221""],[1,""#276419""]]},""xaxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":"""",""title"":{""standoff"":15},""zerolinecolor"":""white"",""automargin"":true,""zerolinewidth"":2},""yaxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":"""",""title"":{""standoff"":15},""zerolinecolor"":""white"",""automargin"":true,""zerolinewidth"":2},""scene"":{""xaxis"":{""backgroundcolor"":""#E5ECF6"",""gridcolor"":""white"",""linecolor"":""white"",""showbackground"":true,""ticks"":"""",""zerolinecolor"":""white"",""gridwidth"":2},""yaxis"":{""backgroundcolor"":""#E5ECF6"",""gridcolor"":""white"",""linecolor"":""white"",""showbackground"":true,""ticks"":"""",""zerolinecolor"":""white"",""gridwidth"":2},""zaxis"":{""backgroundcolor"":""#E5ECF6"",""gridcolor"":""white"",""linecolor"":""white"",""showbackground"":true,""ticks"":"""",""zerolinecolor"":""white"",""gridwidth"":2}},""shapedefaults"":{""line"":{""color"":""#2a3f5f""}},""annotationdefaults"":{""arrowcolor"":""#2a3f5f"",""arrowhead"":0,""arrowwidth"":1},""geo"":{""bgcolor"":""white"",""landcolor"":""#E5ECF6"",""subunitcolor"":""white"",""showland"":true,""showlakes"":true,""lakecolor"":""white""},""title"":{""x"":0.05},""mapbox"":{""style"":""light""}}},""xaxis"":{""anchor"":""y"",""domain"":[0.0,1.0],""title"":{""text"":""Model""},""categoryorder"":""array"",""categoryarray"":[""Mistral-7B-Instruct-v0.2"",""Mixtral-8x7B-Instruct-v0.1"",""TinyLlama\u002fTinyLlama-1.1B-Chat-v1.0"",""chat-bison"",""chat-bison-32k"",""gemini-pro"",""gpt-3.5-turbo"",""gpt-4"",""gpt-4-turbo"",""llama-2-70b-chat"",""zephyr-7b-beta""]},""yaxis"":{""anchor"":""x"",""domain"":[0.0,1.0],""title"":{""text"":""Execution time (s)""}},""legend"":{""title"":{""text"":""Model""},""tracegroupgap"":0},""title"":{""text"":""Model endpoints response times""},""barmode"":""relative""}}"
|
| 173 |
+
./html/plots/execution_costs.html,"Figure({
|
| 174 |
+
'data': [{'alignmentgroup': 'True',
|
| 175 |
+
'hovertemplate': 'Model=%{x}<br>Execution cost ($)=%{y}<extra></extra>',
|
| 176 |
+
'legendgroup': 'gpt-3.5-turbo',
|
| 177 |
+
'marker': {'color': '#636efa', 'pattern': {'shape': ''}},
|
| 178 |
+
'name': 'gpt-3.5-turbo',
|
| 179 |
+
'offsetgroup': 'gpt-3.5-turbo',
|
| 180 |
+
'orientation': 'v',
|
| 181 |
+
'showlegend': True,
|
| 182 |
+
'textposition': 'auto',
|
| 183 |
+
'type': 'bar',
|
| 184 |
+
'x': array(['gpt-3.5-turbo', 'gpt-3.5-turbo'], dtype=object),
|
| 185 |
+
'xaxis': 'x',
|
| 186 |
+
'y': array([0.020961, 0.020961]),
|
| 187 |
+
'yaxis': 'y'},
|
| 188 |
+
{'alignmentgroup': 'True',
|
| 189 |
+
'hovertemplate': 'Model=%{x}<br>Execution cost ($)=%{y}<extra></extra>',
|
| 190 |
+
'legendgroup': 'gpt-4-turbo',
|
| 191 |
+
'marker': {'color': '#EF553B', 'pattern': {'shape': ''}},
|
| 192 |
+
'name': 'gpt-4-turbo',
|
| 193 |
+
'offsetgroup': 'gpt-4-turbo',
|
| 194 |
+
'orientation': 'v',
|
| 195 |
+
'showlegend': True,
|
| 196 |
+
'textposition': 'auto',
|
| 197 |
+
'type': 'bar',
|
| 198 |
+
'x': array(['gpt-4-turbo'], dtype=object),
|
| 199 |
+
'xaxis': 'x',
|
| 200 |
+
'y': array([0.21067]),
|
| 201 |
+
'yaxis': 'y'},
|
| 202 |
+
{'alignmentgroup': 'True',
|
| 203 |
+
'hovertemplate': 'Model=%{x}<br>Execution cost ($)=%{y}<extra></extra>',
|
| 204 |
+
'legendgroup': 'gpt-4',
|
| 205 |
+
'marker': {'color': '#00cc96', 'pattern': {'shape': ''}},
|
| 206 |
+
'name': 'gpt-4',
|
| 207 |
+
'offsetgroup': 'gpt-4',
|
| 208 |
+
'orientation': 'v',
|
| 209 |
+
'showlegend': True,
|
| 210 |
+
'textposition': 'auto',
|
| 211 |
+
'type': 'bar',
|
| 212 |
+
'x': array(['gpt-4'], dtype=object),
|
| 213 |
+
'xaxis': 'x',
|
| 214 |
+
'y': array([0.5502]),
|
| 215 |
+
'yaxis': 'y'},
|
| 216 |
+
{'alignmentgroup': 'True',
|
| 217 |
+
'hovertemplate': 'Model=%{x}<br>Execution cost ($)=%{y}<extra></extra>',
|
| 218 |
+
'legendgroup': 'llama-2-70b-chat',
|
| 219 |
+
'marker': {'color': '#ab63fa', 'pattern': {'shape': ''}},
|
| 220 |
+
'name': 'llama-2-70b-chat',
|
| 221 |
+
'offsetgroup': 'llama-2-70b-chat',
|
| 222 |
+
'orientation': 'v',
|
| 223 |
+
'showlegend': True,
|
| 224 |
+
'textposition': 'auto',
|
| 225 |
+
'type': 'bar',
|
| 226 |
+
'x': array(['llama-2-70b-chat'], dtype=object),
|
| 227 |
+
'xaxis': 'x',
|
| 228 |
+
'y': array([0.004106]),
|
| 229 |
+
'yaxis': 'y'},
|
| 230 |
+
{'alignmentgroup': 'True',
|
| 231 |
+
'hovertemplate': 'Model=%{x}<br>Execution cost ($)=%{y}<extra></extra>',
|
| 232 |
+
'legendgroup': 'Mixtral-8x7B-Instruct-v0.1',
|
| 233 |
+
'marker': {'color': '#FFA15A', 'pattern': {'shape': ''}},
|
| 234 |
+
'name': 'Mixtral-8x7B-Instruct-v0.1',
|
| 235 |
+
'offsetgroup': 'Mixtral-8x7B-Instruct-v0.1',
|
| 236 |
+
'orientation': 'v',
|
| 237 |
+
'showlegend': True,
|
| 238 |
+
'textposition': 'auto',
|
| 239 |
+
'type': 'bar',
|
| 240 |
+
'x': array(['Mixtral-8x7B-Instruct-v0.1'], dtype=object),
|
| 241 |
+
'xaxis': 'x',
|
| 242 |
+
'y': array([0.0171468]),
|
| 243 |
+
'yaxis': 'y'},
|
| 244 |
+
{'alignmentgroup': 'True',
|
| 245 |
+
'hovertemplate': 'Model=%{x}<br>Execution cost ($)=%{y}<extra></extra>',
|
| 246 |
+
'legendgroup': 'zephyr-7b-beta',
|
| 247 |
+
'marker': {'color': '#19d3f3', 'pattern': {'shape': ''}},
|
| 248 |
+
'name': 'zephyr-7b-beta',
|
| 249 |
+
'offsetgroup': 'zephyr-7b-beta',
|
| 250 |
+
'orientation': 'v',
|
| 251 |
+
'showlegend': True,
|
| 252 |
+
'textposition': 'auto',
|
| 253 |
+
'type': 'bar',
|
| 254 |
+
'x': array(['zephyr-7b-beta'], dtype=object),
|
| 255 |
+
'xaxis': 'x',
|
| 256 |
+
'y': array([0.00641104]),
|
| 257 |
+
'yaxis': 'y'},
|
| 258 |
+
{'alignmentgroup': 'True',
|
| 259 |
+
'hovertemplate': 'Model=%{x}<br>Execution cost ($)=%{y}<extra></extra>',
|
| 260 |
+
'legendgroup': 'Mistral-7B-Instruct-v0.2',
|
| 261 |
+
'marker': {'color': '#FF6692', 'pattern': {'shape': ''}},
|
| 262 |
+
'name': 'Mistral-7B-Instruct-v0.2',
|
| 263 |
+
'offsetgroup': 'Mistral-7B-Instruct-v0.2',
|
| 264 |
+
'orientation': 'v',
|
| 265 |
+
'showlegend': True,
|
| 266 |
+
'textposition': 'auto',
|
| 267 |
+
'type': 'bar',
|
| 268 |
+
'x': array(['Mistral-7B-Instruct-v0.2'], dtype=object),
|
| 269 |
+
'xaxis': 'x',
|
| 270 |
+
'y': array([0.00295553]),
|
| 271 |
+
'yaxis': 'y'},
|
| 272 |
+
{'alignmentgroup': 'True',
|
| 273 |
+
'hovertemplate': 'Model=%{x}<br>Execution cost ($)=%{y}<extra></extra>',
|
| 274 |
+
'legendgroup': 'TinyLlama/TinyLlama-1.1B-Chat-v1.0',
|
| 275 |
+
'marker': {'color': '#B6E880', 'pattern': {'shape': ''}},
|
| 276 |
+
'name': 'TinyLlama/TinyLlama-1.1B-Chat-v1.0',
|
| 277 |
+
'offsetgroup': 'TinyLlama/TinyLlama-1.1B-Chat-v1.0',
|
| 278 |
+
'orientation': 'v',
|
| 279 |
+
'showlegend': True,
|
| 280 |
+
'textposition': 'auto',
|
| 281 |
+
'type': 'bar',
|
| 282 |
+
'x': array(['TinyLlama/TinyLlama-1.1B-Chat-v1.0'], dtype=object),
|
| 283 |
+
'xaxis': 'x',
|
| 284 |
+
'y': array([0.00086983]),
|
| 285 |
+
'yaxis': 'y'},
|
| 286 |
+
{'alignmentgroup': 'True',
|
| 287 |
+
'hovertemplate': 'Model=%{x}<br>Execution cost ($)=%{y}<extra></extra>',
|
| 288 |
+
'legendgroup': 'gemini-pro',
|
| 289 |
+
'marker': {'color': '#FF97FF', 'pattern': {'shape': ''}},
|
| 290 |
+
'name': 'gemini-pro',
|
| 291 |
+
'offsetgroup': 'gemini-pro',
|
| 292 |
+
'orientation': 'v',
|
| 293 |
+
'showlegend': True,
|
| 294 |
+
'textposition': 'auto',
|
| 295 |
+
'type': 'bar',
|
| 296 |
+
'x': array(['gemini-pro'], dtype=object),
|
| 297 |
+
'xaxis': 'x',
|
| 298 |
+
'y': array([0.00511725]),
|
| 299 |
+
'yaxis': 'y'},
|
| 300 |
+
{'alignmentgroup': 'True',
|
| 301 |
+
'hovertemplate': 'Model=%{x}<br>Execution cost ($)=%{y}<extra></extra>',
|
| 302 |
+
'legendgroup': 'chat-bison (PaLM 2)',
|
| 303 |
+
'marker': {'color': '#FECB52', 'pattern': {'shape': ''}},
|
| 304 |
+
'name': 'chat-bison (PaLM 2)',
|
| 305 |
+
'offsetgroup': 'chat-bison (PaLM 2)',
|
| 306 |
+
'orientation': 'v',
|
| 307 |
+
'showlegend': True,
|
| 308 |
+
'textposition': 'auto',
|
| 309 |
+
'type': 'bar',
|
| 310 |
+
'x': array(['chat-bison (PaLM 2)'], dtype=object),
|
| 311 |
+
'xaxis': 'x',
|
| 312 |
+
'y': array([0.]),
|
| 313 |
+
'yaxis': 'y'},
|
| 314 |
+
{'alignmentgroup': 'True',
|
| 315 |
+
'hovertemplate': 'Model=%{x}<br>Execution cost ($)=%{y}<extra></extra>',
|
| 316 |
+
'legendgroup': 'chat-bison-32k (PaLM 2 32K)',
|
| 317 |
+
'marker': {'color': '#636efa', 'pattern': {'shape': ''}},
|
| 318 |
+
'name': 'chat-bison-32k (PaLM 2 32K)',
|
| 319 |
+
'offsetgroup': 'chat-bison-32k (PaLM 2 32K)',
|
| 320 |
+
'orientation': 'v',
|
| 321 |
+
'showlegend': True,
|
| 322 |
+
'textposition': 'auto',
|
| 323 |
+
'type': 'bar',
|
| 324 |
+
'x': array(['chat-bison-32k (PaLM 2 32K)'], dtype=object),
|
| 325 |
+
'xaxis': 'x',
|
| 326 |
+
'y': array([0.]),
|
| 327 |
+
'yaxis': 'y'}],
|
| 328 |
+
'layout': {'barmode': 'relative',
|
| 329 |
+
'legend': {'title': {'text': 'Model'}, 'tracegroupgap': 0},
|
| 330 |
+
'template': '...',
|
| 331 |
+
'title': {'text': 'Costs of execution of 39 test queries per model'},
|
| 332 |
+
'xaxis': {'anchor': 'y', 'domain': [0.0, 1.0], 'title': {'text': 'Model'}},
|
| 333 |
+
'yaxis': {'anchor': 'x', 'domain': [0.0, 1.0], 'title': {'text': 'Execution cost ($)'}}}
|
| 334 |
+
})",Costs of execution of 39 test queries per model,Note that some providers bill by token count and some by execution time. In the second case we used averaged pausing and resuming time to calculate the cost and assumed that all queries have been done in one session. Also note that for now the Gemini-Pro model is free for under 60 queries per minute.,"{""data"":[{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution cost ($)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""gpt-3.5-turbo"",""marker"":{""color"":""#636efa"",""pattern"":{""shape"":""""}},""name"":""gpt-3.5-turbo"",""offsetgroup"":""gpt-3.5-turbo"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""gpt-3.5-turbo"",""gpt-3.5-turbo""],""xaxis"":""x"",""y"":[0.020961,0.020961],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution cost ($)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""gpt-4-turbo"",""marker"":{""color"":""#EF553B"",""pattern"":{""shape"":""""}},""name"":""gpt-4-turbo"",""offsetgroup"":""gpt-4-turbo"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""gpt-4-turbo""],""xaxis"":""x"",""y"":[0.21067],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution cost ($)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""gpt-4"",""marker"":{""color"":""#00cc96"",""pattern"":{""shape"":""""}},""name"":""gpt-4"",""offsetgroup"":""gpt-4"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""gpt-4""],""xaxis"":""x"",""y"":[0.5502],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution cost ($)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""llama-2-70b-chat"",""marker"":{""color"":""#ab63fa"",""pattern"":{""shape"":""""}},""name"":""llama-2-70b-chat"",""offsetgroup"":""llama-2-70b-chat"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""llama-2-70b-chat""],""xaxis"":""x"",""y"":[0.004106],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution cost ($)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""Mixtral-8x7B-Instruct-v0.1"",""marker"":{""color"":""#FFA15A"",""pattern"":{""shape"":""""}},""name"":""Mixtral-8x7B-Instruct-v0.1"",""offsetgroup"":""Mixtral-8x7B-Instruct-v0.1"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""Mixtral-8x7B-Instruct-v0.1""],""xaxis"":""x"",""y"":[0.0171468],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution cost ($)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""zephyr-7b-beta"",""marker"":{""color"":""#19d3f3"",""pattern"":{""shape"":""""}},""name"":""zephyr-7b-beta"",""offsetgroup"":""zephyr-7b-beta"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""zephyr-7b-beta""],""xaxis"":""x"",""y"":[0.006411035042338901],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution cost ($)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""Mistral-7B-Instruct-v0.2"",""marker"":{""color"":""#FF6692"",""pattern"":{""shape"":""""}},""name"":""Mistral-7B-Instruct-v0.2"",""offsetgroup"":""Mistral-7B-Instruct-v0.2"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""Mistral-7B-Instruct-v0.2""],""xaxis"":""x"",""y"":[0.002955533709128698],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution cost ($)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""TinyLlama\u002fTinyLlama-1.1B-Chat-v1.0"",""marker"":{""color"":""#B6E880"",""pattern"":{""shape"":""""}},""name"":""TinyLlama\u002fTinyLlama-1.1B-Chat-v1.0"",""offsetgroup"":""TinyLlama\u002fTinyLlama-1.1B-Chat-v1.0"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""TinyLlama\u002fTinyLlama-1.1B-Chat-v1.0""],""xaxis"":""x"",""y"":[0.0008698255022366842],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution cost ($)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""gemini-pro"",""marker"":{""color"":""#FF97FF"",""pattern"":{""shape"":""""}},""name"":""gemini-pro"",""offsetgroup"":""gemini-pro"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""gemini-pro""],""xaxis"":""x"",""y"":[0.00511725],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution cost ($)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""chat-bison (PaLM 2)"",""marker"":{""color"":""#FECB52"",""pattern"":{""shape"":""""}},""name"":""chat-bison (PaLM 2)"",""offsetgroup"":""chat-bison (PaLM 2)"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""chat-bison (PaLM 2)""],""xaxis"":""x"",""y"":[0.0],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution cost ($)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""chat-bison-32k (PaLM 2 32K)"",""marker"":{""color"":""#636efa"",""pattern"":{""shape"":""""}},""name"":""chat-bison-32k (PaLM 2 32K)"",""offsetgroup"":""chat-bison-32k (PaLM 2 32K)"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""chat-bison-32k (PaLM 2 32K)""],""xaxis"":""x"",""y"":[0.0],""yaxis"":""y"",""type"":""bar""}],""layout"":{""template"":{""data"":{""histogram2dcontour"":[{""type"":""histogram2dcontour"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""choropleth"":[{""type"":""choropleth"",""colorbar"":{""outlinewidth"":0,""ticks"":""""}}],""histogram2d"":[{""type"":""histogram2d"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""heatmap"":[{""type"":""heatmap"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""heatmapgl"":[{""type"":""heatmapgl"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""contourcarpet"":[{""type"":""contourcarpet"",""colorbar"":{""outlinewidth"":0,""ticks"":""""}}],""contour"":[{""type"":""contour"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""surface"":[{""type"":""surface"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""mesh3d"":[{""type"":""mesh3d"",""colorbar"":{""outlinewidth"":0,""ticks"":""""}}],""scatter"":[{""fillpattern"":{""fillmode"":""overlay"",""size"":10,""solidity"":0.2},""type"":""scatter""}],""parcoords"":[{""type"":""parcoords"",""line"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scatterpolargl"":[{""type"":""scatterpolargl"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""bar"":[{""error_x"":{""color"":""#2a3f5f""},""error_y"":{""color"":""#2a3f5f""},""marker"":{""line"":{""color"":""#E5ECF6"",""width"":0.5},""pattern"":{""fillmode"":""overlay"",""size"":10,""solidity"":0.2}},""type"":""bar""}],""scattergeo"":[{""type"":""scattergeo"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scatterpolar"":[{""type"":""scatterpolar"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""histogram"":[{""marker"":{""pattern"":{""fillmode"":""overlay"",""size"":10,""solidity"":0.2}},""type"":""histogram""}],""scattergl"":[{""type"":""scattergl"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scatter3d"":[{""type"":""scatter3d"",""line"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}},""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scattermapbox"":[{""type"":""scattermapbox"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scatterternary"":[{""type"":""scatterternary"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scattercarpet"":[{""type"":""scattercarpet"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""carpet"":[{""aaxis"":{""endlinecolor"":""#2a3f5f"",""gridcolor"":""white"",""linecolor"":""white"",""minorgridcolor"":""white"",""startlinecolor"":""#2a3f5f""},""baxis"":{""endlinecolor"":""#2a3f5f"",""gridcolor"":""white"",""linecolor"":""white"",""minorgridcolor"":""white"",""startlinecolor"":""#2a3f5f""},""type"":""carpet""}],""table"":[{""cells"":{""fill"":{""color"":""#EBF0F8""},""line"":{""color"":""white""}},""header"":{""fill"":{""color"":""#C8D4E3""},""line"":{""color"":""white""}},""type"":""table""}],""barpolar"":[{""marker"":{""line"":{""color"":""#E5ECF6"",""width"":0.5},""pattern"":{""fillmode"":""overlay"",""size"":10,""solidity"":0.2}},""type"":""barpolar""}],""pie"":[{""automargin"":true,""type"":""pie""}]},""layout"":{""autotypenumbers"":""strict"",""colorway"":[""#636efa"",""#EF553B"",""#00cc96"",""#ab63fa"",""#FFA15A"",""#19d3f3"",""#FF6692"",""#B6E880"",""#FF97FF"",""#FECB52""],""font"":{""color"":""#2a3f5f""},""hovermode"":""closest"",""hoverlabel"":{""align"":""left""},""paper_bgcolor"":""white"",""plot_bgcolor"":""#E5ECF6"",""polar"":{""bgcolor"":""#E5ECF6"",""angularaxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":""""},""radialaxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":""""}},""ternary"":{""bgcolor"":""#E5ECF6"",""aaxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":""""},""baxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":""""},""caxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":""""}},""coloraxis"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}},""colorscale"":{""sequential"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]],""sequentialminus"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]],""diverging"":[[0,""#8e0152""],[0.1,""#c51b7d""],[0.2,""#de77ae""],[0.3,""#f1b6da""],[0.4,""#fde0ef""],[0.5,""#f7f7f7""],[0.6,""#e6f5d0""],[0.7,""#b8e186""],[0.8,""#7fbc41""],[0.9,""#4d9221""],[1,""#276419""]]},""xaxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":"""",""title"":{""standoff"":15},""zerolinecolor"":""white"",""automargin"":true,""zerolinewidth"":2},""yaxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":"""",""title"":{""standoff"":15},""zerolinecolor"":""white"",""automargin"":true,""zerolinewidth"":2},""scene"":{""xaxis"":{""backgroundcolor"":""#E5ECF6"",""gridcolor"":""white"",""linecolor"":""white"",""showbackground"":true,""ticks"":"""",""zerolinecolor"":""white"",""gridwidth"":2},""yaxis"":{""backgroundcolor"":""#E5ECF6"",""gridcolor"":""white"",""linecolor"":""white"",""showbackground"":true,""ticks"":"""",""zerolinecolor"":""white"",""gridwidth"":2},""zaxis"":{""backgroundcolor"":""#E5ECF6"",""gridcolor"":""white"",""linecolor"":""white"",""showbackground"":true,""ticks"":"""",""zerolinecolor"":""white"",""gridwidth"":2}},""shapedefaults"":{""line"":{""color"":""#2a3f5f""}},""annotationdefaults"":{""arrowcolor"":""#2a3f5f"",""arrowhead"":0,""arrowwidth"":1},""geo"":{""bgcolor"":""white"",""landcolor"":""#E5ECF6"",""subunitcolor"":""white"",""showland"":true,""showlakes"":true,""lakecolor"":""white""},""title"":{""x"":0.05},""mapbox"":{""style"":""light""}}},""xaxis"":{""anchor"":""y"",""domain"":[0.0,1.0],""title"":{""text"":""Model""}},""yaxis"":{""anchor"":""x"",""domain"":[0.0,1.0],""title"":{""text"":""Execution cost ($)""}},""legend"":{""title"":{""text"":""Model""},""tracegroupgap"":0},""title"":{""text"":""Costs of execution of 39 test queries per model""},""barmode"":""relative""}}"
|
| 335 |
+
./html/plots/model_sizes.html,"Figure({
|
| 336 |
+
'data': [{'alignmentgroup': 'True',
|
| 337 |
+
'hovertemplate': 'Model=%{x}<br>Model size (B params)=%{y}<extra></extra>',
|
| 338 |
+
'legendgroup': 'Mixtral-8x7B-Instruct-v0.1',
|
| 339 |
+
'marker': {'color': '#636efa', 'pattern': {'shape': ''}},
|
| 340 |
+
'name': 'Mixtral-8x7B-Instruct-v0.1',
|
| 341 |
+
'offsetgroup': 'Mixtral-8x7B-Instruct-v0.1',
|
| 342 |
+
'orientation': 'v',
|
| 343 |
+
'showlegend': True,
|
| 344 |
+
'textposition': 'auto',
|
| 345 |
+
'type': 'bar',
|
| 346 |
+
'x': array(['Mixtral-8x7B-Instruct-v0.1'], dtype=object),
|
| 347 |
+
'xaxis': 'x',
|
| 348 |
+
'y': array([56.]),
|
| 349 |
+
'yaxis': 'y'},
|
| 350 |
+
{'alignmentgroup': 'True',
|
| 351 |
+
'hovertemplate': 'Model=%{x}<br>Model size (B params)=%{y}<extra></extra>',
|
| 352 |
+
'legendgroup': 'zephyr-7b-beta',
|
| 353 |
+
'marker': {'color': '#EF553B', 'pattern': {'shape': ''}},
|
| 354 |
+
'name': 'zephyr-7b-beta',
|
| 355 |
+
'offsetgroup': 'zephyr-7b-beta',
|
| 356 |
+
'orientation': 'v',
|
| 357 |
+
'showlegend': True,
|
| 358 |
+
'textposition': 'auto',
|
| 359 |
+
'type': 'bar',
|
| 360 |
+
'x': array(['zephyr-7b-beta'], dtype=object),
|
| 361 |
+
'xaxis': 'x',
|
| 362 |
+
'y': array([7.]),
|
| 363 |
+
'yaxis': 'y'},
|
| 364 |
+
{'alignmentgroup': 'True',
|
| 365 |
+
'hovertemplate': 'Model=%{x}<br>Model size (B params)=%{y}<extra></extra>',
|
| 366 |
+
'legendgroup': 'Mistral-7B-Instruct-v0.2',
|
| 367 |
+
'marker': {'color': '#00cc96', 'pattern': {'shape': ''}},
|
| 368 |
+
'name': 'Mistral-7B-Instruct-v0.2',
|
| 369 |
+
'offsetgroup': 'Mistral-7B-Instruct-v0.2',
|
| 370 |
+
'orientation': 'v',
|
| 371 |
+
'showlegend': True,
|
| 372 |
+
'textposition': 'auto',
|
| 373 |
+
'type': 'bar',
|
| 374 |
+
'x': array(['Mistral-7B-Instruct-v0.2'], dtype=object),
|
| 375 |
+
'xaxis': 'x',
|
| 376 |
+
'y': array([7.]),
|
| 377 |
+
'yaxis': 'y'},
|
| 378 |
+
{'alignmentgroup': 'True',
|
| 379 |
+
'hovertemplate': 'Model=%{x}<br>Model size (B params)=%{y}<extra></extra>',
|
| 380 |
+
'legendgroup': 'TinyLlama/TinyLlama-1.1B-Chat-v1.0',
|
| 381 |
+
'marker': {'color': '#ab63fa', 'pattern': {'shape': ''}},
|
| 382 |
+
'name': 'TinyLlama/TinyLlama-1.1B-Chat-v1.0',
|
| 383 |
+
'offsetgroup': 'TinyLlama/TinyLlama-1.1B-Chat-v1.0',
|
| 384 |
+
'orientation': 'v',
|
| 385 |
+
'showlegend': True,
|
| 386 |
+
'textposition': 'auto',
|
| 387 |
+
'type': 'bar',
|
| 388 |
+
'x': array(['TinyLlama/TinyLlama-1.1B-Chat-v1.0'], dtype=object),
|
| 389 |
+
'xaxis': 'x',
|
| 390 |
+
'y': array([1.1]),
|
| 391 |
+
'yaxis': 'y'}],
|
| 392 |
+
'layout': {'barmode': 'relative',
|
| 393 |
+
'legend': {'title': {'text': 'Model'}, 'tracegroupgap': 0},
|
| 394 |
+
'template': '...',
|
| 395 |
+
'title': {'text': 'Model sizes in billions of parameters'},
|
| 396 |
+
'xaxis': {'anchor': 'y', 'domain': [0.0, 1.0], 'title': {'text': 'Model'}},
|
| 397 |
+
'yaxis': {'anchor': 'x', 'domain': [0.0, 1.0], 'title': {'text': 'Model size (B params)'}}}
|
| 398 |
+
})",Model sizes in billions of parameters,Note that some models have undisclosed sizes.,"{""data"":[{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eModel size (B params)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""Mixtral-8x7B-Instruct-v0.1"",""marker"":{""color"":""#636efa"",""pattern"":{""shape"":""""}},""name"":""Mixtral-8x7B-Instruct-v0.1"",""offsetgroup"":""Mixtral-8x7B-Instruct-v0.1"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""Mixtral-8x7B-Instruct-v0.1""],""xaxis"":""x"",""y"":[56.0],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eModel size (B params)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""zephyr-7b-beta"",""marker"":{""color"":""#EF553B"",""pattern"":{""shape"":""""}},""name"":""zephyr-7b-beta"",""offsetgroup"":""zephyr-7b-beta"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""zephyr-7b-beta""],""xaxis"":""x"",""y"":[7.0],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eModel size (B params)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""Mistral-7B-Instruct-v0.2"",""marker"":{""color"":""#00cc96"",""pattern"":{""shape"":""""}},""name"":""Mistral-7B-Instruct-v0.2"",""offsetgroup"":""Mistral-7B-Instruct-v0.2"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""Mistral-7B-Instruct-v0.2""],""xaxis"":""x"",""y"":[7.0],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eModel size (B params)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""TinyLlama\u002fTinyLlama-1.1B-Chat-v1.0"",""marker"":{""color"":""#ab63fa"",""pattern"":{""shape"":""""}},""name"":""TinyLlama\u002fTinyLlama-1.1B-Chat-v1.0"",""offsetgroup"":""TinyLlama\u002fTinyLlama-1.1B-Chat-v1.0"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""TinyLlama\u002fTinyLlama-1.1B-Chat-v1.0""],""xaxis"":""x"",""y"":[1.1],""yaxis"":""y"",""type"":""bar""}],""layout"":{""template"":{""data"":{""histogram2dcontour"":[{""type"":""histogram2dcontour"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""choropleth"":[{""type"":""choropleth"",""colorbar"":{""outlinewidth"":0,""ticks"":""""}}],""histogram2d"":[{""type"":""histogram2d"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""heatmap"":[{""type"":""heatmap"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""heatmapgl"":[{""type"":""heatmapgl"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""contourcarpet"":[{""type"":""contourcarpet"",""colorbar"":{""outlinewidth"":0,""ticks"":""""}}],""contour"":[{""type"":""contour"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""surface"":[{""type"":""surface"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""mesh3d"":[{""type"":""mesh3d"",""colorbar"":{""outlinewidth"":0,""ticks"":""""}}],""scatter"":[{""fillpattern"":{""fillmode"":""overlay"",""size"":10,""solidity"":0.2},""type"":""scatter""}],""parcoords"":[{""type"":""parcoords"",""line"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scatterpolargl"":[{""type"":""scatterpolargl"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""bar"":[{""error_x"":{""color"":""#2a3f5f""},""error_y"":{""color"":""#2a3f5f""},""marker"":{""line"":{""color"":""#E5ECF6"",""width"":0.5},""pattern"":{""fillmode"":""overlay"",""size"":10,""solidity"":0.2}},""type"":""bar""}],""scattergeo"":[{""type"":""scattergeo"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scatterpolar"":[{""type"":""scatterpolar"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""histogram"":[{""marker"":{""pattern"":{""fillmode"":""overlay"",""size"":10,""solidity"":0.2}},""type"":""histogram""}],""scattergl"":[{""type"":""scattergl"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scatter3d"":[{""type"":""scatter3d"",""line"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}},""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scattermapbox"":[{""type"":""scattermapbox"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scatterternary"":[{""type"":""scatterternary"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scattercarpet"":[{""type"":""scattercarpet"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""carpet"":[{""aaxis"":{""endlinecolor"":""#2a3f5f"",""gridcolor"":""white"",""linecolor"":""white"",""minorgridcolor"":""white"",""startlinecolor"":""#2a3f5f""},""baxis"":{""endlinecolor"":""#2a3f5f"",""gridcolor"":""white"",""linecolor"":""white"",""minorgridcolor"":""white"",""startlinecolor"":""#2a3f5f""},""type"":""carpet""}],""table"":[{""cells"":{""fill"":{""color"":""#EBF0F8""},""line"":{""color"":""white""}},""header"":{""fill"":{""color"":""#C8D4E3""},""line"":{""color"":""white""}},""type"":""table""}],""barpolar"":[{""marker"":{""line"":{""color"":""#E5ECF6"",""width"":0.5},""pattern"":{""fillmode"":""overlay"",""size"":10,""solidity"":0.2}},""type"":""barpolar""}],""pie"":[{""automargin"":true,""type"":""pie""}]},""layout"":{""autotypenumbers"":""strict"",""colorway"":[""#636efa"",""#EF553B"",""#00cc96"",""#ab63fa"",""#FFA15A"",""#19d3f3"",""#FF6692"",""#B6E880"",""#FF97FF"",""#FECB52""],""font"":{""color"":""#2a3f5f""},""hovermode"":""closest"",""hoverlabel"":{""align"":""left""},""paper_bgcolor"":""white"",""plot_bgcolor"":""#E5ECF6"",""polar"":{""bgcolor"":""#E5ECF6"",""angularaxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":""""},""radialaxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":""""}},""ternary"":{""bgcolor"":""#E5ECF6"",""aaxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":""""},""baxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":""""},""caxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":""""}},""coloraxis"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}},""colorscale"":{""sequential"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]],""sequentialminus"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]],""diverging"":[[0,""#8e0152""],[0.1,""#c51b7d""],[0.2,""#de77ae""],[0.3,""#f1b6da""],[0.4,""#fde0ef""],[0.5,""#f7f7f7""],[0.6,""#e6f5d0""],[0.7,""#b8e186""],[0.8,""#7fbc41""],[0.9,""#4d9221""],[1,""#276419""]]},""xaxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":"""",""title"":{""standoff"":15},""zerolinecolor"":""white"",""automargin"":true,""zerolinewidth"":2},""yaxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":"""",""title"":{""standoff"":15},""zerolinecolor"":""white"",""automargin"":true,""zerolinewidth"":2},""scene"":{""xaxis"":{""backgroundcolor"":""#E5ECF6"",""gridcolor"":""white"",""linecolor"":""white"",""showbackground"":true,""ticks"":"""",""zerolinecolor"":""white"",""gridwidth"":2},""yaxis"":{""backgroundcolor"":""#E5ECF6"",""gridcolor"":""white"",""linecolor"":""white"",""showbackground"":true,""ticks"":"""",""zerolinecolor"":""white"",""gridwidth"":2},""zaxis"":{""backgroundcolor"":""#E5ECF6"",""gridcolor"":""white"",""linecolor"":""white"",""showbackground"":true,""ticks"":"""",""zerolinecolor"":""white"",""gridwidth"":2}},""shapedefaults"":{""line"":{""color"":""#2a3f5f""}},""annotationdefaults"":{""arrowcolor"":""#2a3f5f"",""arrowhead"":0,""arrowwidth"":1},""geo"":{""bgcolor"":""white"",""landcolor"":""#E5ECF6"",""subunitcolor"":""white"",""showland"":true,""showlakes"":true,""lakecolor"":""white""},""title"":{""x"":0.05},""mapbox"":{""style"":""light""}}},""xaxis"":{""anchor"":""y"",""domain"":[0.0,1.0],""title"":{""text"":""Model""}},""yaxis"":{""anchor"":""x"",""domain"":[0.0,1.0],""title"":{""text"":""Model size (B params)""}},""legend"":{""title"":{""text"":""Model""},""tracegroupgap"":0},""title"":{""text"":""Model sizes in billions of parameters""},""barmode"":""relative""}}"
|
data/2024-01-26 11:19:58.683853_general_plot.csv
ADDED
|
@@ -0,0 +1,398 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
path,plot_object,description,comment,plot_json
|
| 2 |
+
./html/plots/response_times.html,"Figure({
|
| 3 |
+
'data': [{'alignmentgroup': 'True',
|
| 4 |
+
'hovertemplate': 'Model=%{x}<br>Execution time (s)=%{y}<extra></extra>',
|
| 5 |
+
'legendgroup': 'Mistral-7B-Instruct-v0.2',
|
| 6 |
+
'marker': {'color': '#636efa', 'pattern': {'shape': ''}},
|
| 7 |
+
'name': 'Mistral-7B-Instruct-v0.2',
|
| 8 |
+
'offsetgroup': 'Mistral-7B-Instruct-v0.2',
|
| 9 |
+
'orientation': 'v',
|
| 10 |
+
'showlegend': True,
|
| 11 |
+
'textposition': 'auto',
|
| 12 |
+
'type': 'bar',
|
| 13 |
+
'x': array(['Mistral-7B-Instruct-v0.2'], dtype=object),
|
| 14 |
+
'xaxis': 'x',
|
| 15 |
+
'y': array([3.17454003]),
|
| 16 |
+
'yaxis': 'y'},
|
| 17 |
+
{'alignmentgroup': 'True',
|
| 18 |
+
'hovertemplate': 'Model=%{x}<br>Execution time (s)=%{y}<extra></extra>',
|
| 19 |
+
'legendgroup': 'Mixtral-8x7B-Instruct-v0.1',
|
| 20 |
+
'marker': {'color': '#EF553B', 'pattern': {'shape': ''}},
|
| 21 |
+
'name': 'Mixtral-8x7B-Instruct-v0.1',
|
| 22 |
+
'offsetgroup': 'Mixtral-8x7B-Instruct-v0.1',
|
| 23 |
+
'orientation': 'v',
|
| 24 |
+
'showlegend': True,
|
| 25 |
+
'textposition': 'auto',
|
| 26 |
+
'type': 'bar',
|
| 27 |
+
'x': array(['Mixtral-8x7B-Instruct-v0.1'], dtype=object),
|
| 28 |
+
'xaxis': 'x',
|
| 29 |
+
'y': array([7.14219763]),
|
| 30 |
+
'yaxis': 'y'},
|
| 31 |
+
{'alignmentgroup': 'True',
|
| 32 |
+
'hovertemplate': 'Model=%{x}<br>Execution time (s)=%{y}<extra></extra>',
|
| 33 |
+
'legendgroup': 'TinyLlama/TinyLlama-1.1B-Chat-v1.0',
|
| 34 |
+
'marker': {'color': '#00cc96', 'pattern': {'shape': ''}},
|
| 35 |
+
'name': 'TinyLlama/TinyLlama-1.1B-Chat-v1.0',
|
| 36 |
+
'offsetgroup': 'TinyLlama/TinyLlama-1.1B-Chat-v1.0',
|
| 37 |
+
'orientation': 'v',
|
| 38 |
+
'showlegend': True,
|
| 39 |
+
'textposition': 'auto',
|
| 40 |
+
'type': 'bar',
|
| 41 |
+
'x': array(['TinyLlama/TinyLlama-1.1B-Chat-v1.0'], dtype=object),
|
| 42 |
+
'xaxis': 'x',
|
| 43 |
+
'y': array([1.29026454]),
|
| 44 |
+
'yaxis': 'y'},
|
| 45 |
+
{'alignmentgroup': 'True',
|
| 46 |
+
'hovertemplate': 'Model=%{x}<br>Execution time (s)=%{y}<extra></extra>',
|
| 47 |
+
'legendgroup': 'chat-bison',
|
| 48 |
+
'marker': {'color': '#ab63fa', 'pattern': {'shape': ''}},
|
| 49 |
+
'name': 'chat-bison',
|
| 50 |
+
'offsetgroup': 'chat-bison',
|
| 51 |
+
'orientation': 'v',
|
| 52 |
+
'showlegend': True,
|
| 53 |
+
'textposition': 'auto',
|
| 54 |
+
'type': 'bar',
|
| 55 |
+
'x': array(['chat-bison'], dtype=object),
|
| 56 |
+
'xaxis': 'x',
|
| 57 |
+
'y': array([3.89024363]),
|
| 58 |
+
'yaxis': 'y'},
|
| 59 |
+
{'alignmentgroup': 'True',
|
| 60 |
+
'hovertemplate': 'Model=%{x}<br>Execution time (s)=%{y}<extra></extra>',
|
| 61 |
+
'legendgroup': 'chat-bison-32k',
|
| 62 |
+
'marker': {'color': '#FFA15A', 'pattern': {'shape': ''}},
|
| 63 |
+
'name': 'chat-bison-32k',
|
| 64 |
+
'offsetgroup': 'chat-bison-32k',
|
| 65 |
+
'orientation': 'v',
|
| 66 |
+
'showlegend': True,
|
| 67 |
+
'textposition': 'auto',
|
| 68 |
+
'type': 'bar',
|
| 69 |
+
'x': array(['chat-bison-32k'], dtype=object),
|
| 70 |
+
'xaxis': 'x',
|
| 71 |
+
'y': array([4.12817777]),
|
| 72 |
+
'yaxis': 'y'},
|
| 73 |
+
{'alignmentgroup': 'True',
|
| 74 |
+
'hovertemplate': 'Model=%{x}<br>Execution time (s)=%{y}<extra></extra>',
|
| 75 |
+
'legendgroup': 'gemini-pro',
|
| 76 |
+
'marker': {'color': '#19d3f3', 'pattern': {'shape': ''}},
|
| 77 |
+
'name': 'gemini-pro',
|
| 78 |
+
'offsetgroup': 'gemini-pro',
|
| 79 |
+
'orientation': 'v',
|
| 80 |
+
'showlegend': True,
|
| 81 |
+
'textposition': 'auto',
|
| 82 |
+
'type': 'bar',
|
| 83 |
+
'x': array(['gemini-pro'], dtype=object),
|
| 84 |
+
'xaxis': 'x',
|
| 85 |
+
'y': array([4.72138064]),
|
| 86 |
+
'yaxis': 'y'},
|
| 87 |
+
{'alignmentgroup': 'True',
|
| 88 |
+
'hovertemplate': 'Model=%{x}<br>Execution time (s)=%{y}<extra></extra>',
|
| 89 |
+
'legendgroup': 'gpt-3.5-turbo',
|
| 90 |
+
'marker': {'color': '#FF6692', 'pattern': {'shape': ''}},
|
| 91 |
+
'name': 'gpt-3.5-turbo',
|
| 92 |
+
'offsetgroup': 'gpt-3.5-turbo',
|
| 93 |
+
'orientation': 'v',
|
| 94 |
+
'showlegend': True,
|
| 95 |
+
'textposition': 'auto',
|
| 96 |
+
'type': 'bar',
|
| 97 |
+
'x': array(['gpt-3.5-turbo'], dtype=object),
|
| 98 |
+
'xaxis': 'x',
|
| 99 |
+
'y': array([5.28237349]),
|
| 100 |
+
'yaxis': 'y'},
|
| 101 |
+
{'alignmentgroup': 'True',
|
| 102 |
+
'hovertemplate': 'Model=%{x}<br>Execution time (s)=%{y}<extra></extra>',
|
| 103 |
+
'legendgroup': 'gpt-4',
|
| 104 |
+
'marker': {'color': '#B6E880', 'pattern': {'shape': ''}},
|
| 105 |
+
'name': 'gpt-4',
|
| 106 |
+
'offsetgroup': 'gpt-4',
|
| 107 |
+
'orientation': 'v',
|
| 108 |
+
'showlegend': True,
|
| 109 |
+
'textposition': 'auto',
|
| 110 |
+
'type': 'bar',
|
| 111 |
+
'x': array(['gpt-4'], dtype=object),
|
| 112 |
+
'xaxis': 'x',
|
| 113 |
+
'y': array([15.52184566]),
|
| 114 |
+
'yaxis': 'y'},
|
| 115 |
+
{'alignmentgroup': 'True',
|
| 116 |
+
'hovertemplate': 'Model=%{x}<br>Execution time (s)=%{y}<extra></extra>',
|
| 117 |
+
'legendgroup': 'gpt-4-turbo',
|
| 118 |
+
'marker': {'color': '#FF97FF', 'pattern': {'shape': ''}},
|
| 119 |
+
'name': 'gpt-4-turbo',
|
| 120 |
+
'offsetgroup': 'gpt-4-turbo',
|
| 121 |
+
'orientation': 'v',
|
| 122 |
+
'showlegend': True,
|
| 123 |
+
'textposition': 'auto',
|
| 124 |
+
'type': 'bar',
|
| 125 |
+
'x': array(['gpt-4-turbo'], dtype=object),
|
| 126 |
+
'xaxis': 'x',
|
| 127 |
+
'y': array([14.00852903]),
|
| 128 |
+
'yaxis': 'y'},
|
| 129 |
+
{'alignmentgroup': 'True',
|
| 130 |
+
'hovertemplate': 'Model=%{x}<br>Execution time (s)=%{y}<extra></extra>',
|
| 131 |
+
'legendgroup': 'llama-2-70b-chat',
|
| 132 |
+
'marker': {'color': '#FECB52', 'pattern': {'shape': ''}},
|
| 133 |
+
'name': 'llama-2-70b-chat',
|
| 134 |
+
'offsetgroup': 'llama-2-70b-chat',
|
| 135 |
+
'orientation': 'v',
|
| 136 |
+
'showlegend': True,
|
| 137 |
+
'textposition': 'auto',
|
| 138 |
+
'type': 'bar',
|
| 139 |
+
'x': array(['llama-2-70b-chat'], dtype=object),
|
| 140 |
+
'xaxis': 'x',
|
| 141 |
+
'y': array([6.0658799]),
|
| 142 |
+
'yaxis': 'y'},
|
| 143 |
+
{'alignmentgroup': 'True',
|
| 144 |
+
'hovertemplate': 'Model=%{x}<br>Execution time (s)=%{y}<extra></extra>',
|
| 145 |
+
'legendgroup': 'zephyr-7b-beta',
|
| 146 |
+
'marker': {'color': '#636efa', 'pattern': {'shape': ''}},
|
| 147 |
+
'name': 'zephyr-7b-beta',
|
| 148 |
+
'offsetgroup': 'zephyr-7b-beta',
|
| 149 |
+
'orientation': 'v',
|
| 150 |
+
'showlegend': True,
|
| 151 |
+
'textposition': 'auto',
|
| 152 |
+
'type': 'bar',
|
| 153 |
+
'x': array(['zephyr-7b-beta'], dtype=object),
|
| 154 |
+
'xaxis': 'x',
|
| 155 |
+
'y': array([3.23879932]),
|
| 156 |
+
'yaxis': 'y'}],
|
| 157 |
+
'layout': {'barmode': 'relative',
|
| 158 |
+
'legend': {'title': {'text': 'Model'}, 'tracegroupgap': 0},
|
| 159 |
+
'template': '...',
|
| 160 |
+
'title': {'text': 'Model endpoints response times'},
|
| 161 |
+
'xaxis': {'anchor': 'y',
|
| 162 |
+
'categoryarray': [Mistral-7B-Instruct-v0.2,
|
| 163 |
+
Mixtral-8x7B-Instruct-v0.1,
|
| 164 |
+
TinyLlama/TinyLlama-1.1B-Chat-v1.0,
|
| 165 |
+
chat-bison, chat-bison-32k, gemini-pro,
|
| 166 |
+
gpt-3.5-turbo, gpt-4, gpt-4-turbo,
|
| 167 |
+
llama-2-70b-chat, zephyr-7b-beta],
|
| 168 |
+
'categoryorder': 'array',
|
| 169 |
+
'domain': [0.0, 1.0],
|
| 170 |
+
'title': {'text': 'Model'}},
|
| 171 |
+
'yaxis': {'anchor': 'x', 'domain': [0.0, 1.0], 'title': {'text': 'Execution time (s)'}}}
|
| 172 |
+
})",Model endpoints response times,,"{""data"":[{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution time (s)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""Mistral-7B-Instruct-v0.2"",""marker"":{""color"":""#636efa"",""pattern"":{""shape"":""""}},""name"":""Mistral-7B-Instruct-v0.2"",""offsetgroup"":""Mistral-7B-Instruct-v0.2"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""Mistral-7B-Instruct-v0.2""],""xaxis"":""x"",""y"":[3.174540030956268],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution time (s)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""Mixtral-8x7B-Instruct-v0.1"",""marker"":{""color"":""#EF553B"",""pattern"":{""shape"":""""}},""name"":""Mixtral-8x7B-Instruct-v0.1"",""offsetgroup"":""Mixtral-8x7B-Instruct-v0.1"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""Mixtral-8x7B-Instruct-v0.1""],""xaxis"":""x"",""y"":[7.142197625471814],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution time (s)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""TinyLlama\u002fTinyLlama-1.1B-Chat-v1.0"",""marker"":{""color"":""#00cc96"",""pattern"":{""shape"":""""}},""name"":""TinyLlama\u002fTinyLlama-1.1B-Chat-v1.0"",""offsetgroup"":""TinyLlama\u002fTinyLlama-1.1B-Chat-v1.0"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""TinyLlama\u002fTinyLlama-1.1B-Chat-v1.0""],""xaxis"":""x"",""y"":[1.2902645373344421],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution time (s)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""chat-bison"",""marker"":{""color"":""#ab63fa"",""pattern"":{""shape"":""""}},""name"":""chat-bison"",""offsetgroup"":""chat-bison"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""chat-bison""],""xaxis"":""x"",""y"":[3.890243631601334],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution time (s)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""chat-bison-32k"",""marker"":{""color"":""#FFA15A"",""pattern"":{""shape"":""""}},""name"":""chat-bison-32k"",""offsetgroup"":""chat-bison-32k"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""chat-bison-32k""],""xaxis"":""x"",""y"":[4.128177767992019],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution time (s)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""gemini-pro"",""marker"":{""color"":""#19d3f3"",""pattern"":{""shape"":""""}},""name"":""gemini-pro"",""offsetgroup"":""gemini-pro"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""gemini-pro""],""xaxis"":""x"",""y"":[4.72138064004937],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution time (s)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""gpt-3.5-turbo"",""marker"":{""color"":""#FF6692"",""pattern"":{""shape"":""""}},""name"":""gpt-3.5-turbo"",""offsetgroup"":""gpt-3.5-turbo"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""gpt-3.5-turbo""],""xaxis"":""x"",""y"":[5.282373493889353],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution time (s)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""gpt-4"",""marker"":{""color"":""#B6E880"",""pattern"":{""shape"":""""}},""name"":""gpt-4"",""offsetgroup"":""gpt-4"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""gpt-4""],""xaxis"":""x"",""y"":[15.5218456586202],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution time (s)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""gpt-4-turbo"",""marker"":{""color"":""#FF97FF"",""pattern"":{""shape"":""""}},""name"":""gpt-4-turbo"",""offsetgroup"":""gpt-4-turbo"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""gpt-4-turbo""],""xaxis"":""x"",""y"":[14.008529031276703],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution time (s)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""llama-2-70b-chat"",""marker"":{""color"":""#FECB52"",""pattern"":{""shape"":""""}},""name"":""llama-2-70b-chat"",""offsetgroup"":""llama-2-70b-chat"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""llama-2-70b-chat""],""xaxis"":""x"",""y"":[6.06587989590749],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution time (s)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""zephyr-7b-beta"",""marker"":{""color"":""#636efa"",""pattern"":{""shape"":""""}},""name"":""zephyr-7b-beta"",""offsetgroup"":""zephyr-7b-beta"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""zephyr-7b-beta""],""xaxis"":""x"",""y"":[3.2387993240356447],""yaxis"":""y"",""type"":""bar""}],""layout"":{""template"":{""data"":{""histogram2dcontour"":[{""type"":""histogram2dcontour"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""choropleth"":[{""type"":""choropleth"",""colorbar"":{""outlinewidth"":0,""ticks"":""""}}],""histogram2d"":[{""type"":""histogram2d"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""heatmap"":[{""type"":""heatmap"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""heatmapgl"":[{""type"":""heatmapgl"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""contourcarpet"":[{""type"":""contourcarpet"",""colorbar"":{""outlinewidth"":0,""ticks"":""""}}],""contour"":[{""type"":""contour"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""surface"":[{""type"":""surface"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""mesh3d"":[{""type"":""mesh3d"",""colorbar"":{""outlinewidth"":0,""ticks"":""""}}],""scatter"":[{""fillpattern"":{""fillmode"":""overlay"",""size"":10,""solidity"":0.2},""type"":""scatter""}],""parcoords"":[{""type"":""parcoords"",""line"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scatterpolargl"":[{""type"":""scatterpolargl"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""bar"":[{""error_x"":{""color"":""#2a3f5f""},""error_y"":{""color"":""#2a3f5f""},""marker"":{""line"":{""color"":""#E5ECF6"",""width"":0.5},""pattern"":{""fillmode"":""overlay"",""size"":10,""solidity"":0.2}},""type"":""bar""}],""scattergeo"":[{""type"":""scattergeo"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scatterpolar"":[{""type"":""scatterpolar"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""histogram"":[{""marker"":{""pattern"":{""fillmode"":""overlay"",""size"":10,""solidity"":0.2}},""type"":""histogram""}],""scattergl"":[{""type"":""scattergl"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scatter3d"":[{""type"":""scatter3d"",""line"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}},""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scattermapbox"":[{""type"":""scattermapbox"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scatterternary"":[{""type"":""scatterternary"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scattercarpet"":[{""type"":""scattercarpet"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""carpet"":[{""aaxis"":{""endlinecolor"":""#2a3f5f"",""gridcolor"":""white"",""linecolor"":""white"",""minorgridcolor"":""white"",""startlinecolor"":""#2a3f5f""},""baxis"":{""endlinecolor"":""#2a3f5f"",""gridcolor"":""white"",""linecolor"":""white"",""minorgridcolor"":""white"",""startlinecolor"":""#2a3f5f""},""type"":""carpet""}],""table"":[{""cells"":{""fill"":{""color"":""#EBF0F8""},""line"":{""color"":""white""}},""header"":{""fill"":{""color"":""#C8D4E3""},""line"":{""color"":""white""}},""type"":""table""}],""barpolar"":[{""marker"":{""line"":{""color"":""#E5ECF6"",""width"":0.5},""pattern"":{""fillmode"":""overlay"",""size"":10,""solidity"":0.2}},""type"":""barpolar""}],""pie"":[{""automargin"":true,""type"":""pie""}]},""layout"":{""autotypenumbers"":""strict"",""colorway"":[""#636efa"",""#EF553B"",""#00cc96"",""#ab63fa"",""#FFA15A"",""#19d3f3"",""#FF6692"",""#B6E880"",""#FF97FF"",""#FECB52""],""font"":{""color"":""#2a3f5f""},""hovermode"":""closest"",""hoverlabel"":{""align"":""left""},""paper_bgcolor"":""white"",""plot_bgcolor"":""#E5ECF6"",""polar"":{""bgcolor"":""#E5ECF6"",""angularaxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":""""},""radialaxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":""""}},""ternary"":{""bgcolor"":""#E5ECF6"",""aaxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":""""},""baxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":""""},""caxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":""""}},""coloraxis"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}},""colorscale"":{""sequential"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]],""sequentialminus"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]],""diverging"":[[0,""#8e0152""],[0.1,""#c51b7d""],[0.2,""#de77ae""],[0.3,""#f1b6da""],[0.4,""#fde0ef""],[0.5,""#f7f7f7""],[0.6,""#e6f5d0""],[0.7,""#b8e186""],[0.8,""#7fbc41""],[0.9,""#4d9221""],[1,""#276419""]]},""xaxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":"""",""title"":{""standoff"":15},""zerolinecolor"":""white"",""automargin"":true,""zerolinewidth"":2},""yaxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":"""",""title"":{""standoff"":15},""zerolinecolor"":""white"",""automargin"":true,""zerolinewidth"":2},""scene"":{""xaxis"":{""backgroundcolor"":""#E5ECF6"",""gridcolor"":""white"",""linecolor"":""white"",""showbackground"":true,""ticks"":"""",""zerolinecolor"":""white"",""gridwidth"":2},""yaxis"":{""backgroundcolor"":""#E5ECF6"",""gridcolor"":""white"",""linecolor"":""white"",""showbackground"":true,""ticks"":"""",""zerolinecolor"":""white"",""gridwidth"":2},""zaxis"":{""backgroundcolor"":""#E5ECF6"",""gridcolor"":""white"",""linecolor"":""white"",""showbackground"":true,""ticks"":"""",""zerolinecolor"":""white"",""gridwidth"":2}},""shapedefaults"":{""line"":{""color"":""#2a3f5f""}},""annotationdefaults"":{""arrowcolor"":""#2a3f5f"",""arrowhead"":0,""arrowwidth"":1},""geo"":{""bgcolor"":""white"",""landcolor"":""#E5ECF6"",""subunitcolor"":""white"",""showland"":true,""showlakes"":true,""lakecolor"":""white""},""title"":{""x"":0.05},""mapbox"":{""style"":""light""}}},""xaxis"":{""anchor"":""y"",""domain"":[0.0,1.0],""title"":{""text"":""Model""},""categoryorder"":""array"",""categoryarray"":[""Mistral-7B-Instruct-v0.2"",""Mixtral-8x7B-Instruct-v0.1"",""TinyLlama\u002fTinyLlama-1.1B-Chat-v1.0"",""chat-bison"",""chat-bison-32k"",""gemini-pro"",""gpt-3.5-turbo"",""gpt-4"",""gpt-4-turbo"",""llama-2-70b-chat"",""zephyr-7b-beta""]},""yaxis"":{""anchor"":""x"",""domain"":[0.0,1.0],""title"":{""text"":""Execution time (s)""}},""legend"":{""title"":{""text"":""Model""},""tracegroupgap"":0},""title"":{""text"":""Model endpoints response times""},""barmode"":""relative""}}"
|
| 173 |
+
./html/plots/execution_costs.html,"Figure({
|
| 174 |
+
'data': [{'alignmentgroup': 'True',
|
| 175 |
+
'hovertemplate': 'Model=%{x}<br>Execution cost ($)=%{y}<extra></extra>',
|
| 176 |
+
'legendgroup': 'gpt-3.5-turbo',
|
| 177 |
+
'marker': {'color': '#636efa', 'pattern': {'shape': ''}},
|
| 178 |
+
'name': 'gpt-3.5-turbo',
|
| 179 |
+
'offsetgroup': 'gpt-3.5-turbo',
|
| 180 |
+
'orientation': 'v',
|
| 181 |
+
'showlegend': True,
|
| 182 |
+
'textposition': 'auto',
|
| 183 |
+
'type': 'bar',
|
| 184 |
+
'x': array(['gpt-3.5-turbo', 'gpt-3.5-turbo'], dtype=object),
|
| 185 |
+
'xaxis': 'x',
|
| 186 |
+
'y': array([0.020813, 0.020813]),
|
| 187 |
+
'yaxis': 'y'},
|
| 188 |
+
{'alignmentgroup': 'True',
|
| 189 |
+
'hovertemplate': 'Model=%{x}<br>Execution cost ($)=%{y}<extra></extra>',
|
| 190 |
+
'legendgroup': 'gpt-4-turbo',
|
| 191 |
+
'marker': {'color': '#EF553B', 'pattern': {'shape': ''}},
|
| 192 |
+
'name': 'gpt-4-turbo',
|
| 193 |
+
'offsetgroup': 'gpt-4-turbo',
|
| 194 |
+
'orientation': 'v',
|
| 195 |
+
'showlegend': True,
|
| 196 |
+
'textposition': 'auto',
|
| 197 |
+
'type': 'bar',
|
| 198 |
+
'x': array(['gpt-4-turbo'], dtype=object),
|
| 199 |
+
'xaxis': 'x',
|
| 200 |
+
'y': array([0.21397]),
|
| 201 |
+
'yaxis': 'y'},
|
| 202 |
+
{'alignmentgroup': 'True',
|
| 203 |
+
'hovertemplate': 'Model=%{x}<br>Execution cost ($)=%{y}<extra></extra>',
|
| 204 |
+
'legendgroup': 'gpt-4',
|
| 205 |
+
'marker': {'color': '#00cc96', 'pattern': {'shape': ''}},
|
| 206 |
+
'name': 'gpt-4',
|
| 207 |
+
'offsetgroup': 'gpt-4',
|
| 208 |
+
'orientation': 'v',
|
| 209 |
+
'showlegend': True,
|
| 210 |
+
'textposition': 'auto',
|
| 211 |
+
'type': 'bar',
|
| 212 |
+
'x': array(['gpt-4'], dtype=object),
|
| 213 |
+
'xaxis': 'x',
|
| 214 |
+
'y': array([0.58395]),
|
| 215 |
+
'yaxis': 'y'},
|
| 216 |
+
{'alignmentgroup': 'True',
|
| 217 |
+
'hovertemplate': 'Model=%{x}<br>Execution cost ($)=%{y}<extra></extra>',
|
| 218 |
+
'legendgroup': 'llama-2-70b-chat',
|
| 219 |
+
'marker': {'color': '#ab63fa', 'pattern': {'shape': ''}},
|
| 220 |
+
'name': 'llama-2-70b-chat',
|
| 221 |
+
'offsetgroup': 'llama-2-70b-chat',
|
| 222 |
+
'orientation': 'v',
|
| 223 |
+
'showlegend': True,
|
| 224 |
+
'textposition': 'auto',
|
| 225 |
+
'type': 'bar',
|
| 226 |
+
'x': array(['llama-2-70b-chat'], dtype=object),
|
| 227 |
+
'xaxis': 'x',
|
| 228 |
+
'y': array([0.0044992]),
|
| 229 |
+
'yaxis': 'y'},
|
| 230 |
+
{'alignmentgroup': 'True',
|
| 231 |
+
'hovertemplate': 'Model=%{x}<br>Execution cost ($)=%{y}<extra></extra>',
|
| 232 |
+
'legendgroup': 'Mixtral-8x7B-Instruct-v0.1',
|
| 233 |
+
'marker': {'color': '#FFA15A', 'pattern': {'shape': ''}},
|
| 234 |
+
'name': 'Mixtral-8x7B-Instruct-v0.1',
|
| 235 |
+
'offsetgroup': 'Mixtral-8x7B-Instruct-v0.1',
|
| 236 |
+
'orientation': 'v',
|
| 237 |
+
'showlegend': True,
|
| 238 |
+
'textposition': 'auto',
|
| 239 |
+
'type': 'bar',
|
| 240 |
+
'x': array(['Mixtral-8x7B-Instruct-v0.1'], dtype=object),
|
| 241 |
+
'xaxis': 'x',
|
| 242 |
+
'y': array([0.016236]),
|
| 243 |
+
'yaxis': 'y'},
|
| 244 |
+
{'alignmentgroup': 'True',
|
| 245 |
+
'hovertemplate': 'Model=%{x}<br>Execution cost ($)=%{y}<extra></extra>',
|
| 246 |
+
'legendgroup': 'zephyr-7b-beta',
|
| 247 |
+
'marker': {'color': '#19d3f3', 'pattern': {'shape': ''}},
|
| 248 |
+
'name': 'zephyr-7b-beta',
|
| 249 |
+
'offsetgroup': 'zephyr-7b-beta',
|
| 250 |
+
'orientation': 'v',
|
| 251 |
+
'showlegend': True,
|
| 252 |
+
'textposition': 'auto',
|
| 253 |
+
'type': 'bar',
|
| 254 |
+
'x': array(['zephyr-7b-beta'], dtype=object),
|
| 255 |
+
'xaxis': 'x',
|
| 256 |
+
'y': array([0.09306563]),
|
| 257 |
+
'yaxis': 'y'},
|
| 258 |
+
{'alignmentgroup': 'True',
|
| 259 |
+
'hovertemplate': 'Model=%{x}<br>Execution cost ($)=%{y}<extra></extra>',
|
| 260 |
+
'legendgroup': 'Mistral-7B-Instruct-v0.2',
|
| 261 |
+
'marker': {'color': '#FF6692', 'pattern': {'shape': ''}},
|
| 262 |
+
'name': 'Mistral-7B-Instruct-v0.2',
|
| 263 |
+
'offsetgroup': 'Mistral-7B-Instruct-v0.2',
|
| 264 |
+
'orientation': 'v',
|
| 265 |
+
'showlegend': True,
|
| 266 |
+
'textposition': 'auto',
|
| 267 |
+
'type': 'bar',
|
| 268 |
+
'x': array(['Mistral-7B-Instruct-v0.2'], dtype=object),
|
| 269 |
+
'xaxis': 'x',
|
| 270 |
+
'y': array([0.08959219]),
|
| 271 |
+
'yaxis': 'y'},
|
| 272 |
+
{'alignmentgroup': 'True',
|
| 273 |
+
'hovertemplate': 'Model=%{x}<br>Execution cost ($)=%{y}<extra></extra>',
|
| 274 |
+
'legendgroup': 'TinyLlama/TinyLlama-1.1B-Chat-v1.0',
|
| 275 |
+
'marker': {'color': '#B6E880', 'pattern': {'shape': ''}},
|
| 276 |
+
'name': 'TinyLlama/TinyLlama-1.1B-Chat-v1.0',
|
| 277 |
+
'offsetgroup': 'TinyLlama/TinyLlama-1.1B-Chat-v1.0',
|
| 278 |
+
'orientation': 'v',
|
| 279 |
+
'showlegend': True,
|
| 280 |
+
'textposition': 'auto',
|
| 281 |
+
'type': 'bar',
|
| 282 |
+
'x': array(['TinyLlama/TinyLlama-1.1B-Chat-v1.0'], dtype=object),
|
| 283 |
+
'xaxis': 'x',
|
| 284 |
+
'y': array([0.04085264]),
|
| 285 |
+
'yaxis': 'y'},
|
| 286 |
+
{'alignmentgroup': 'True',
|
| 287 |
+
'hovertemplate': 'Model=%{x}<br>Execution cost ($)=%{y}<extra></extra>',
|
| 288 |
+
'legendgroup': 'gemini-pro',
|
| 289 |
+
'marker': {'color': '#FF97FF', 'pattern': {'shape': ''}},
|
| 290 |
+
'name': 'gemini-pro',
|
| 291 |
+
'offsetgroup': 'gemini-pro',
|
| 292 |
+
'orientation': 'v',
|
| 293 |
+
'showlegend': True,
|
| 294 |
+
'textposition': 'auto',
|
| 295 |
+
'type': 'bar',
|
| 296 |
+
'x': array(['gemini-pro'], dtype=object),
|
| 297 |
+
'xaxis': 'x',
|
| 298 |
+
'y': array([0.00511825]),
|
| 299 |
+
'yaxis': 'y'},
|
| 300 |
+
{'alignmentgroup': 'True',
|
| 301 |
+
'hovertemplate': 'Model=%{x}<br>Execution cost ($)=%{y}<extra></extra>',
|
| 302 |
+
'legendgroup': 'chat-bison (PaLM 2)',
|
| 303 |
+
'marker': {'color': '#FECB52', 'pattern': {'shape': ''}},
|
| 304 |
+
'name': 'chat-bison (PaLM 2)',
|
| 305 |
+
'offsetgroup': 'chat-bison (PaLM 2)',
|
| 306 |
+
'orientation': 'v',
|
| 307 |
+
'showlegend': True,
|
| 308 |
+
'textposition': 'auto',
|
| 309 |
+
'type': 'bar',
|
| 310 |
+
'x': array(['chat-bison (PaLM 2)'], dtype=object),
|
| 311 |
+
'xaxis': 'x',
|
| 312 |
+
'y': array([0.]),
|
| 313 |
+
'yaxis': 'y'},
|
| 314 |
+
{'alignmentgroup': 'True',
|
| 315 |
+
'hovertemplate': 'Model=%{x}<br>Execution cost ($)=%{y}<extra></extra>',
|
| 316 |
+
'legendgroup': 'chat-bison-32k (PaLM 2 32K)',
|
| 317 |
+
'marker': {'color': '#636efa', 'pattern': {'shape': ''}},
|
| 318 |
+
'name': 'chat-bison-32k (PaLM 2 32K)',
|
| 319 |
+
'offsetgroup': 'chat-bison-32k (PaLM 2 32K)',
|
| 320 |
+
'orientation': 'v',
|
| 321 |
+
'showlegend': True,
|
| 322 |
+
'textposition': 'auto',
|
| 323 |
+
'type': 'bar',
|
| 324 |
+
'x': array(['chat-bison-32k (PaLM 2 32K)'], dtype=object),
|
| 325 |
+
'xaxis': 'x',
|
| 326 |
+
'y': array([0.]),
|
| 327 |
+
'yaxis': 'y'}],
|
| 328 |
+
'layout': {'barmode': 'relative',
|
| 329 |
+
'legend': {'title': {'text': 'Model'}, 'tracegroupgap': 0},
|
| 330 |
+
'template': '...',
|
| 331 |
+
'title': {'text': 'Costs of execution of 39 test queries per model'},
|
| 332 |
+
'xaxis': {'anchor': 'y', 'domain': [0.0, 1.0], 'title': {'text': 'Model'}},
|
| 333 |
+
'yaxis': {'anchor': 'x', 'domain': [0.0, 1.0], 'title': {'text': 'Execution cost ($)'}}}
|
| 334 |
+
})",Costs of execution of 39 test queries per model,Note that some providers bill by token count and some by execution time. In the second case we used averaged pausing and resuming time to calculate the cost and assumed that all queries have been done in one session. Also note that for now the Gemini-Pro model is free for under 60 queries per minute.,"{""data"":[{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution cost ($)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""gpt-3.5-turbo"",""marker"":{""color"":""#636efa"",""pattern"":{""shape"":""""}},""name"":""gpt-3.5-turbo"",""offsetgroup"":""gpt-3.5-turbo"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""gpt-3.5-turbo"",""gpt-3.5-turbo""],""xaxis"":""x"",""y"":[0.020813,0.020813],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution cost ($)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""gpt-4-turbo"",""marker"":{""color"":""#EF553B"",""pattern"":{""shape"":""""}},""name"":""gpt-4-turbo"",""offsetgroup"":""gpt-4-turbo"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""gpt-4-turbo""],""xaxis"":""x"",""y"":[0.21397],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution cost ($)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""gpt-4"",""marker"":{""color"":""#00cc96"",""pattern"":{""shape"":""""}},""name"":""gpt-4"",""offsetgroup"":""gpt-4"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""gpt-4""],""xaxis"":""x"",""y"":[0.58395],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution cost ($)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""llama-2-70b-chat"",""marker"":{""color"":""#ab63fa"",""pattern"":{""shape"":""""}},""name"":""llama-2-70b-chat"",""offsetgroup"":""llama-2-70b-chat"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""llama-2-70b-chat""],""xaxis"":""x"",""y"":[0.0044992],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution cost ($)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""Mixtral-8x7B-Instruct-v0.1"",""marker"":{""color"":""#FFA15A"",""pattern"":{""shape"":""""}},""name"":""Mixtral-8x7B-Instruct-v0.1"",""offsetgroup"":""Mixtral-8x7B-Instruct-v0.1"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""Mixtral-8x7B-Instruct-v0.1""],""xaxis"":""x"",""y"":[0.016236],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution cost ($)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""zephyr-7b-beta"",""marker"":{""color"":""#19d3f3"",""pattern"":{""shape"":""""}},""name"":""zephyr-7b-beta"",""offsetgroup"":""zephyr-7b-beta"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""zephyr-7b-beta""],""xaxis"":""x"",""y"":[0.09306563151081403],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution cost ($)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""Mistral-7B-Instruct-v0.2"",""marker"":{""color"":""#FF6692"",""pattern"":{""shape"":""""}},""name"":""Mistral-7B-Instruct-v0.2"",""offsetgroup"":""Mistral-7B-Instruct-v0.2"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""Mistral-7B-Instruct-v0.2""],""xaxis"":""x"",""y"":[0.08959219022260773],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution cost ($)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""TinyLlama\u002fTinyLlama-1.1B-Chat-v1.0"",""marker"":{""color"":""#B6E880"",""pattern"":{""shape"":""""}},""name"":""TinyLlama\u002fTinyLlama-1.1B-Chat-v1.0"",""offsetgroup"":""TinyLlama\u002fTinyLlama-1.1B-Chat-v1.0"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""TinyLlama\u002fTinyLlama-1.1B-Chat-v1.0""],""xaxis"":""x"",""y"":[0.04085263746182124],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution cost ($)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""gemini-pro"",""marker"":{""color"":""#FF97FF"",""pattern"":{""shape"":""""}},""name"":""gemini-pro"",""offsetgroup"":""gemini-pro"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""gemini-pro""],""xaxis"":""x"",""y"":[0.00511825],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution cost ($)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""chat-bison (PaLM 2)"",""marker"":{""color"":""#FECB52"",""pattern"":{""shape"":""""}},""name"":""chat-bison (PaLM 2)"",""offsetgroup"":""chat-bison (PaLM 2)"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""chat-bison (PaLM 2)""],""xaxis"":""x"",""y"":[0.0],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution cost ($)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""chat-bison-32k (PaLM 2 32K)"",""marker"":{""color"":""#636efa"",""pattern"":{""shape"":""""}},""name"":""chat-bison-32k (PaLM 2 32K)"",""offsetgroup"":""chat-bison-32k (PaLM 2 32K)"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""chat-bison-32k (PaLM 2 32K)""],""xaxis"":""x"",""y"":[0.0],""yaxis"":""y"",""type"":""bar""}],""layout"":{""template"":{""data"":{""histogram2dcontour"":[{""type"":""histogram2dcontour"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""choropleth"":[{""type"":""choropleth"",""colorbar"":{""outlinewidth"":0,""ticks"":""""}}],""histogram2d"":[{""type"":""histogram2d"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""heatmap"":[{""type"":""heatmap"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""heatmapgl"":[{""type"":""heatmapgl"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""contourcarpet"":[{""type"":""contourcarpet"",""colorbar"":{""outlinewidth"":0,""ticks"":""""}}],""contour"":[{""type"":""contour"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""surface"":[{""type"":""surface"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""mesh3d"":[{""type"":""mesh3d"",""colorbar"":{""outlinewidth"":0,""ticks"":""""}}],""scatter"":[{""fillpattern"":{""fillmode"":""overlay"",""size"":10,""solidity"":0.2},""type"":""scatter""}],""parcoords"":[{""type"":""parcoords"",""line"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scatterpolargl"":[{""type"":""scatterpolargl"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""bar"":[{""error_x"":{""color"":""#2a3f5f""},""error_y"":{""color"":""#2a3f5f""},""marker"":{""line"":{""color"":""#E5ECF6"",""width"":0.5},""pattern"":{""fillmode"":""overlay"",""size"":10,""solidity"":0.2}},""type"":""bar""}],""scattergeo"":[{""type"":""scattergeo"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scatterpolar"":[{""type"":""scatterpolar"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""histogram"":[{""marker"":{""pattern"":{""fillmode"":""overlay"",""size"":10,""solidity"":0.2}},""type"":""histogram""}],""scattergl"":[{""type"":""scattergl"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scatter3d"":[{""type"":""scatter3d"",""line"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}},""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scattermapbox"":[{""type"":""scattermapbox"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scatterternary"":[{""type"":""scatterternary"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scattercarpet"":[{""type"":""scattercarpet"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""carpet"":[{""aaxis"":{""endlinecolor"":""#2a3f5f"",""gridcolor"":""white"",""linecolor"":""white"",""minorgridcolor"":""white"",""startlinecolor"":""#2a3f5f""},""baxis"":{""endlinecolor"":""#2a3f5f"",""gridcolor"":""white"",""linecolor"":""white"",""minorgridcolor"":""white"",""startlinecolor"":""#2a3f5f""},""type"":""carpet""}],""table"":[{""cells"":{""fill"":{""color"":""#EBF0F8""},""line"":{""color"":""white""}},""header"":{""fill"":{""color"":""#C8D4E3""},""line"":{""color"":""white""}},""type"":""table""}],""barpolar"":[{""marker"":{""line"":{""color"":""#E5ECF6"",""width"":0.5},""pattern"":{""fillmode"":""overlay"",""size"":10,""solidity"":0.2}},""type"":""barpolar""}],""pie"":[{""automargin"":true,""type"":""pie""}]},""layout"":{""autotypenumbers"":""strict"",""colorway"":[""#636efa"",""#EF553B"",""#00cc96"",""#ab63fa"",""#FFA15A"",""#19d3f3"",""#FF6692"",""#B6E880"",""#FF97FF"",""#FECB52""],""font"":{""color"":""#2a3f5f""},""hovermode"":""closest"",""hoverlabel"":{""align"":""left""},""paper_bgcolor"":""white"",""plot_bgcolor"":""#E5ECF6"",""polar"":{""bgcolor"":""#E5ECF6"",""angularaxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":""""},""radialaxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":""""}},""ternary"":{""bgcolor"":""#E5ECF6"",""aaxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":""""},""baxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":""""},""caxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":""""}},""coloraxis"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}},""colorscale"":{""sequential"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]],""sequentialminus"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]],""diverging"":[[0,""#8e0152""],[0.1,""#c51b7d""],[0.2,""#de77ae""],[0.3,""#f1b6da""],[0.4,""#fde0ef""],[0.5,""#f7f7f7""],[0.6,""#e6f5d0""],[0.7,""#b8e186""],[0.8,""#7fbc41""],[0.9,""#4d9221""],[1,""#276419""]]},""xaxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":"""",""title"":{""standoff"":15},""zerolinecolor"":""white"",""automargin"":true,""zerolinewidth"":2},""yaxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":"""",""title"":{""standoff"":15},""zerolinecolor"":""white"",""automargin"":true,""zerolinewidth"":2},""scene"":{""xaxis"":{""backgroundcolor"":""#E5ECF6"",""gridcolor"":""white"",""linecolor"":""white"",""showbackground"":true,""ticks"":"""",""zerolinecolor"":""white"",""gridwidth"":2},""yaxis"":{""backgroundcolor"":""#E5ECF6"",""gridcolor"":""white"",""linecolor"":""white"",""showbackground"":true,""ticks"":"""",""zerolinecolor"":""white"",""gridwidth"":2},""zaxis"":{""backgroundcolor"":""#E5ECF6"",""gridcolor"":""white"",""linecolor"":""white"",""showbackground"":true,""ticks"":"""",""zerolinecolor"":""white"",""gridwidth"":2}},""shapedefaults"":{""line"":{""color"":""#2a3f5f""}},""annotationdefaults"":{""arrowcolor"":""#2a3f5f"",""arrowhead"":0,""arrowwidth"":1},""geo"":{""bgcolor"":""white"",""landcolor"":""#E5ECF6"",""subunitcolor"":""white"",""showland"":true,""showlakes"":true,""lakecolor"":""white""},""title"":{""x"":0.05},""mapbox"":{""style"":""light""}}},""xaxis"":{""anchor"":""y"",""domain"":[0.0,1.0],""title"":{""text"":""Model""}},""yaxis"":{""anchor"":""x"",""domain"":[0.0,1.0],""title"":{""text"":""Execution cost ($)""}},""legend"":{""title"":{""text"":""Model""},""tracegroupgap"":0},""title"":{""text"":""Costs of execution of 39 test queries per model""},""barmode"":""relative""}}"
|
| 335 |
+
./html/plots/model_sizes.html,"Figure({
|
| 336 |
+
'data': [{'alignmentgroup': 'True',
|
| 337 |
+
'hovertemplate': 'Model=%{x}<br>Model size (B params)=%{y}<extra></extra>',
|
| 338 |
+
'legendgroup': 'Mixtral-8x7B-Instruct-v0.1',
|
| 339 |
+
'marker': {'color': '#636efa', 'pattern': {'shape': ''}},
|
| 340 |
+
'name': 'Mixtral-8x7B-Instruct-v0.1',
|
| 341 |
+
'offsetgroup': 'Mixtral-8x7B-Instruct-v0.1',
|
| 342 |
+
'orientation': 'v',
|
| 343 |
+
'showlegend': True,
|
| 344 |
+
'textposition': 'auto',
|
| 345 |
+
'type': 'bar',
|
| 346 |
+
'x': array(['Mixtral-8x7B-Instruct-v0.1'], dtype=object),
|
| 347 |
+
'xaxis': 'x',
|
| 348 |
+
'y': array([56.]),
|
| 349 |
+
'yaxis': 'y'},
|
| 350 |
+
{'alignmentgroup': 'True',
|
| 351 |
+
'hovertemplate': 'Model=%{x}<br>Model size (B params)=%{y}<extra></extra>',
|
| 352 |
+
'legendgroup': 'zephyr-7b-beta',
|
| 353 |
+
'marker': {'color': '#EF553B', 'pattern': {'shape': ''}},
|
| 354 |
+
'name': 'zephyr-7b-beta',
|
| 355 |
+
'offsetgroup': 'zephyr-7b-beta',
|
| 356 |
+
'orientation': 'v',
|
| 357 |
+
'showlegend': True,
|
| 358 |
+
'textposition': 'auto',
|
| 359 |
+
'type': 'bar',
|
| 360 |
+
'x': array(['zephyr-7b-beta'], dtype=object),
|
| 361 |
+
'xaxis': 'x',
|
| 362 |
+
'y': array([7.]),
|
| 363 |
+
'yaxis': 'y'},
|
| 364 |
+
{'alignmentgroup': 'True',
|
| 365 |
+
'hovertemplate': 'Model=%{x}<br>Model size (B params)=%{y}<extra></extra>',
|
| 366 |
+
'legendgroup': 'Mistral-7B-Instruct-v0.2',
|
| 367 |
+
'marker': {'color': '#00cc96', 'pattern': {'shape': ''}},
|
| 368 |
+
'name': 'Mistral-7B-Instruct-v0.2',
|
| 369 |
+
'offsetgroup': 'Mistral-7B-Instruct-v0.2',
|
| 370 |
+
'orientation': 'v',
|
| 371 |
+
'showlegend': True,
|
| 372 |
+
'textposition': 'auto',
|
| 373 |
+
'type': 'bar',
|
| 374 |
+
'x': array(['Mistral-7B-Instruct-v0.2'], dtype=object),
|
| 375 |
+
'xaxis': 'x',
|
| 376 |
+
'y': array([7.]),
|
| 377 |
+
'yaxis': 'y'},
|
| 378 |
+
{'alignmentgroup': 'True',
|
| 379 |
+
'hovertemplate': 'Model=%{x}<br>Model size (B params)=%{y}<extra></extra>',
|
| 380 |
+
'legendgroup': 'TinyLlama/TinyLlama-1.1B-Chat-v1.0',
|
| 381 |
+
'marker': {'color': '#ab63fa', 'pattern': {'shape': ''}},
|
| 382 |
+
'name': 'TinyLlama/TinyLlama-1.1B-Chat-v1.0',
|
| 383 |
+
'offsetgroup': 'TinyLlama/TinyLlama-1.1B-Chat-v1.0',
|
| 384 |
+
'orientation': 'v',
|
| 385 |
+
'showlegend': True,
|
| 386 |
+
'textposition': 'auto',
|
| 387 |
+
'type': 'bar',
|
| 388 |
+
'x': array(['TinyLlama/TinyLlama-1.1B-Chat-v1.0'], dtype=object),
|
| 389 |
+
'xaxis': 'x',
|
| 390 |
+
'y': array([1.1]),
|
| 391 |
+
'yaxis': 'y'}],
|
| 392 |
+
'layout': {'barmode': 'relative',
|
| 393 |
+
'legend': {'title': {'text': 'Model'}, 'tracegroupgap': 0},
|
| 394 |
+
'template': '...',
|
| 395 |
+
'title': {'text': 'Model sizes in billions of parameters'},
|
| 396 |
+
'xaxis': {'anchor': 'y', 'domain': [0.0, 1.0], 'title': {'text': 'Model'}},
|
| 397 |
+
'yaxis': {'anchor': 'x', 'domain': [0.0, 1.0], 'title': {'text': 'Model size (B params)'}}}
|
| 398 |
+
})",Model sizes in billions of parameters,Note that some models have undisclosed sizes.,"{""data"":[{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eModel size (B params)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""Mixtral-8x7B-Instruct-v0.1"",""marker"":{""color"":""#636efa"",""pattern"":{""shape"":""""}},""name"":""Mixtral-8x7B-Instruct-v0.1"",""offsetgroup"":""Mixtral-8x7B-Instruct-v0.1"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""Mixtral-8x7B-Instruct-v0.1""],""xaxis"":""x"",""y"":[56.0],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eModel size (B params)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""zephyr-7b-beta"",""marker"":{""color"":""#EF553B"",""pattern"":{""shape"":""""}},""name"":""zephyr-7b-beta"",""offsetgroup"":""zephyr-7b-beta"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""zephyr-7b-beta""],""xaxis"":""x"",""y"":[7.0],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eModel size (B params)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""Mistral-7B-Instruct-v0.2"",""marker"":{""color"":""#00cc96"",""pattern"":{""shape"":""""}},""name"":""Mistral-7B-Instruct-v0.2"",""offsetgroup"":""Mistral-7B-Instruct-v0.2"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""Mistral-7B-Instruct-v0.2""],""xaxis"":""x"",""y"":[7.0],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eModel size (B params)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""TinyLlama\u002fTinyLlama-1.1B-Chat-v1.0"",""marker"":{""color"":""#ab63fa"",""pattern"":{""shape"":""""}},""name"":""TinyLlama\u002fTinyLlama-1.1B-Chat-v1.0"",""offsetgroup"":""TinyLlama\u002fTinyLlama-1.1B-Chat-v1.0"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""TinyLlama\u002fTinyLlama-1.1B-Chat-v1.0""],""xaxis"":""x"",""y"":[1.1],""yaxis"":""y"",""type"":""bar""}],""layout"":{""template"":{""data"":{""histogram2dcontour"":[{""type"":""histogram2dcontour"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""choropleth"":[{""type"":""choropleth"",""colorbar"":{""outlinewidth"":0,""ticks"":""""}}],""histogram2d"":[{""type"":""histogram2d"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""heatmap"":[{""type"":""heatmap"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""heatmapgl"":[{""type"":""heatmapgl"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""contourcarpet"":[{""type"":""contourcarpet"",""colorbar"":{""outlinewidth"":0,""ticks"":""""}}],""contour"":[{""type"":""contour"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""surface"":[{""type"":""surface"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""mesh3d"":[{""type"":""mesh3d"",""colorbar"":{""outlinewidth"":0,""ticks"":""""}}],""scatter"":[{""fillpattern"":{""fillmode"":""overlay"",""size"":10,""solidity"":0.2},""type"":""scatter""}],""parcoords"":[{""type"":""parcoords"",""line"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scatterpolargl"":[{""type"":""scatterpolargl"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""bar"":[{""error_x"":{""color"":""#2a3f5f""},""error_y"":{""color"":""#2a3f5f""},""marker"":{""line"":{""color"":""#E5ECF6"",""width"":0.5},""pattern"":{""fillmode"":""overlay"",""size"":10,""solidity"":0.2}},""type"":""bar""}],""scattergeo"":[{""type"":""scattergeo"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scatterpolar"":[{""type"":""scatterpolar"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""histogram"":[{""marker"":{""pattern"":{""fillmode"":""overlay"",""size"":10,""solidity"":0.2}},""type"":""histogram""}],""scattergl"":[{""type"":""scattergl"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scatter3d"":[{""type"":""scatter3d"",""line"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}},""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scattermapbox"":[{""type"":""scattermapbox"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scatterternary"":[{""type"":""scatterternary"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scattercarpet"":[{""type"":""scattercarpet"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""carpet"":[{""aaxis"":{""endlinecolor"":""#2a3f5f"",""gridcolor"":""white"",""linecolor"":""white"",""minorgridcolor"":""white"",""startlinecolor"":""#2a3f5f""},""baxis"":{""endlinecolor"":""#2a3f5f"",""gridcolor"":""white"",""linecolor"":""white"",""minorgridcolor"":""white"",""startlinecolor"":""#2a3f5f""},""type"":""carpet""}],""table"":[{""cells"":{""fill"":{""color"":""#EBF0F8""},""line"":{""color"":""white""}},""header"":{""fill"":{""color"":""#C8D4E3""},""line"":{""color"":""white""}},""type"":""table""}],""barpolar"":[{""marker"":{""line"":{""color"":""#E5ECF6"",""width"":0.5},""pattern"":{""fillmode"":""overlay"",""size"":10,""solidity"":0.2}},""type"":""barpolar""}],""pie"":[{""automargin"":true,""type"":""pie""}]},""layout"":{""autotypenumbers"":""strict"",""colorway"":[""#636efa"",""#EF553B"",""#00cc96"",""#ab63fa"",""#FFA15A"",""#19d3f3"",""#FF6692"",""#B6E880"",""#FF97FF"",""#FECB52""],""font"":{""color"":""#2a3f5f""},""hovermode"":""closest"",""hoverlabel"":{""align"":""left""},""paper_bgcolor"":""white"",""plot_bgcolor"":""#E5ECF6"",""polar"":{""bgcolor"":""#E5ECF6"",""angularaxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":""""},""radialaxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":""""}},""ternary"":{""bgcolor"":""#E5ECF6"",""aaxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":""""},""baxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":""""},""caxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":""""}},""coloraxis"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}},""colorscale"":{""sequential"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]],""sequentialminus"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]],""diverging"":[[0,""#8e0152""],[0.1,""#c51b7d""],[0.2,""#de77ae""],[0.3,""#f1b6da""],[0.4,""#fde0ef""],[0.5,""#f7f7f7""],[0.6,""#e6f5d0""],[0.7,""#b8e186""],[0.8,""#7fbc41""],[0.9,""#4d9221""],[1,""#276419""]]},""xaxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":"""",""title"":{""standoff"":15},""zerolinecolor"":""white"",""automargin"":true,""zerolinewidth"":2},""yaxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":"""",""title"":{""standoff"":15},""zerolinecolor"":""white"",""automargin"":true,""zerolinewidth"":2},""scene"":{""xaxis"":{""backgroundcolor"":""#E5ECF6"",""gridcolor"":""white"",""linecolor"":""white"",""showbackground"":true,""ticks"":"""",""zerolinecolor"":""white"",""gridwidth"":2},""yaxis"":{""backgroundcolor"":""#E5ECF6"",""gridcolor"":""white"",""linecolor"":""white"",""showbackground"":true,""ticks"":"""",""zerolinecolor"":""white"",""gridwidth"":2},""zaxis"":{""backgroundcolor"":""#E5ECF6"",""gridcolor"":""white"",""linecolor"":""white"",""showbackground"":true,""ticks"":"""",""zerolinecolor"":""white"",""gridwidth"":2}},""shapedefaults"":{""line"":{""color"":""#2a3f5f""}},""annotationdefaults"":{""arrowcolor"":""#2a3f5f"",""arrowhead"":0,""arrowwidth"":1},""geo"":{""bgcolor"":""white"",""landcolor"":""#E5ECF6"",""subunitcolor"":""white"",""showland"":true,""showlakes"":true,""lakecolor"":""white""},""title"":{""x"":0.05},""mapbox"":{""style"":""light""}}},""xaxis"":{""anchor"":""y"",""domain"":[0.0,1.0],""title"":{""text"":""Model""}},""yaxis"":{""anchor"":""x"",""domain"":[0.0,1.0],""title"":{""text"":""Model size (B params)""}},""legend"":{""title"":{""text"":""Model""},""tracegroupgap"":0},""title"":{""text"":""Model sizes in billions of parameters""},""barmode"":""relative""}}"
|
data/2024-01-26 11:20:49.179382_general_plot.csv
ADDED
|
@@ -0,0 +1,398 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
path,plot_object,description,comment,plot_json
|
| 2 |
+
./html/plots/response_times.html,"Figure({
|
| 3 |
+
'data': [{'alignmentgroup': 'True',
|
| 4 |
+
'hovertemplate': 'Model=%{x}<br>Execution time (s)=%{y}<extra></extra>',
|
| 5 |
+
'legendgroup': 'Mistral-7B-Instruct-v0.2',
|
| 6 |
+
'marker': {'color': '#636efa', 'pattern': {'shape': ''}},
|
| 7 |
+
'name': 'Mistral-7B-Instruct-v0.2',
|
| 8 |
+
'offsetgroup': 'Mistral-7B-Instruct-v0.2',
|
| 9 |
+
'orientation': 'v',
|
| 10 |
+
'showlegend': True,
|
| 11 |
+
'textposition': 'auto',
|
| 12 |
+
'type': 'bar',
|
| 13 |
+
'x': array(['Mistral-7B-Instruct-v0.2'], dtype=object),
|
| 14 |
+
'xaxis': 'x',
|
| 15 |
+
'y': array([3.17454003]),
|
| 16 |
+
'yaxis': 'y'},
|
| 17 |
+
{'alignmentgroup': 'True',
|
| 18 |
+
'hovertemplate': 'Model=%{x}<br>Execution time (s)=%{y}<extra></extra>',
|
| 19 |
+
'legendgroup': 'Mixtral-8x7B-Instruct-v0.1',
|
| 20 |
+
'marker': {'color': '#EF553B', 'pattern': {'shape': ''}},
|
| 21 |
+
'name': 'Mixtral-8x7B-Instruct-v0.1',
|
| 22 |
+
'offsetgroup': 'Mixtral-8x7B-Instruct-v0.1',
|
| 23 |
+
'orientation': 'v',
|
| 24 |
+
'showlegend': True,
|
| 25 |
+
'textposition': 'auto',
|
| 26 |
+
'type': 'bar',
|
| 27 |
+
'x': array(['Mixtral-8x7B-Instruct-v0.1'], dtype=object),
|
| 28 |
+
'xaxis': 'x',
|
| 29 |
+
'y': array([7.14219763]),
|
| 30 |
+
'yaxis': 'y'},
|
| 31 |
+
{'alignmentgroup': 'True',
|
| 32 |
+
'hovertemplate': 'Model=%{x}<br>Execution time (s)=%{y}<extra></extra>',
|
| 33 |
+
'legendgroup': 'TinyLlama/TinyLlama-1.1B-Chat-v1.0',
|
| 34 |
+
'marker': {'color': '#00cc96', 'pattern': {'shape': ''}},
|
| 35 |
+
'name': 'TinyLlama/TinyLlama-1.1B-Chat-v1.0',
|
| 36 |
+
'offsetgroup': 'TinyLlama/TinyLlama-1.1B-Chat-v1.0',
|
| 37 |
+
'orientation': 'v',
|
| 38 |
+
'showlegend': True,
|
| 39 |
+
'textposition': 'auto',
|
| 40 |
+
'type': 'bar',
|
| 41 |
+
'x': array(['TinyLlama/TinyLlama-1.1B-Chat-v1.0'], dtype=object),
|
| 42 |
+
'xaxis': 'x',
|
| 43 |
+
'y': array([1.29026454]),
|
| 44 |
+
'yaxis': 'y'},
|
| 45 |
+
{'alignmentgroup': 'True',
|
| 46 |
+
'hovertemplate': 'Model=%{x}<br>Execution time (s)=%{y}<extra></extra>',
|
| 47 |
+
'legendgroup': 'chat-bison',
|
| 48 |
+
'marker': {'color': '#ab63fa', 'pattern': {'shape': ''}},
|
| 49 |
+
'name': 'chat-bison',
|
| 50 |
+
'offsetgroup': 'chat-bison',
|
| 51 |
+
'orientation': 'v',
|
| 52 |
+
'showlegend': True,
|
| 53 |
+
'textposition': 'auto',
|
| 54 |
+
'type': 'bar',
|
| 55 |
+
'x': array(['chat-bison'], dtype=object),
|
| 56 |
+
'xaxis': 'x',
|
| 57 |
+
'y': array([3.89024363]),
|
| 58 |
+
'yaxis': 'y'},
|
| 59 |
+
{'alignmentgroup': 'True',
|
| 60 |
+
'hovertemplate': 'Model=%{x}<br>Execution time (s)=%{y}<extra></extra>',
|
| 61 |
+
'legendgroup': 'chat-bison-32k',
|
| 62 |
+
'marker': {'color': '#FFA15A', 'pattern': {'shape': ''}},
|
| 63 |
+
'name': 'chat-bison-32k',
|
| 64 |
+
'offsetgroup': 'chat-bison-32k',
|
| 65 |
+
'orientation': 'v',
|
| 66 |
+
'showlegend': True,
|
| 67 |
+
'textposition': 'auto',
|
| 68 |
+
'type': 'bar',
|
| 69 |
+
'x': array(['chat-bison-32k'], dtype=object),
|
| 70 |
+
'xaxis': 'x',
|
| 71 |
+
'y': array([4.12817777]),
|
| 72 |
+
'yaxis': 'y'},
|
| 73 |
+
{'alignmentgroup': 'True',
|
| 74 |
+
'hovertemplate': 'Model=%{x}<br>Execution time (s)=%{y}<extra></extra>',
|
| 75 |
+
'legendgroup': 'gemini-pro',
|
| 76 |
+
'marker': {'color': '#19d3f3', 'pattern': {'shape': ''}},
|
| 77 |
+
'name': 'gemini-pro',
|
| 78 |
+
'offsetgroup': 'gemini-pro',
|
| 79 |
+
'orientation': 'v',
|
| 80 |
+
'showlegend': True,
|
| 81 |
+
'textposition': 'auto',
|
| 82 |
+
'type': 'bar',
|
| 83 |
+
'x': array(['gemini-pro'], dtype=object),
|
| 84 |
+
'xaxis': 'x',
|
| 85 |
+
'y': array([4.72138064]),
|
| 86 |
+
'yaxis': 'y'},
|
| 87 |
+
{'alignmentgroup': 'True',
|
| 88 |
+
'hovertemplate': 'Model=%{x}<br>Execution time (s)=%{y}<extra></extra>',
|
| 89 |
+
'legendgroup': 'gpt-3.5-turbo',
|
| 90 |
+
'marker': {'color': '#FF6692', 'pattern': {'shape': ''}},
|
| 91 |
+
'name': 'gpt-3.5-turbo',
|
| 92 |
+
'offsetgroup': 'gpt-3.5-turbo',
|
| 93 |
+
'orientation': 'v',
|
| 94 |
+
'showlegend': True,
|
| 95 |
+
'textposition': 'auto',
|
| 96 |
+
'type': 'bar',
|
| 97 |
+
'x': array(['gpt-3.5-turbo'], dtype=object),
|
| 98 |
+
'xaxis': 'x',
|
| 99 |
+
'y': array([5.28237349]),
|
| 100 |
+
'yaxis': 'y'},
|
| 101 |
+
{'alignmentgroup': 'True',
|
| 102 |
+
'hovertemplate': 'Model=%{x}<br>Execution time (s)=%{y}<extra></extra>',
|
| 103 |
+
'legendgroup': 'gpt-4',
|
| 104 |
+
'marker': {'color': '#B6E880', 'pattern': {'shape': ''}},
|
| 105 |
+
'name': 'gpt-4',
|
| 106 |
+
'offsetgroup': 'gpt-4',
|
| 107 |
+
'orientation': 'v',
|
| 108 |
+
'showlegend': True,
|
| 109 |
+
'textposition': 'auto',
|
| 110 |
+
'type': 'bar',
|
| 111 |
+
'x': array(['gpt-4'], dtype=object),
|
| 112 |
+
'xaxis': 'x',
|
| 113 |
+
'y': array([15.52184566]),
|
| 114 |
+
'yaxis': 'y'},
|
| 115 |
+
{'alignmentgroup': 'True',
|
| 116 |
+
'hovertemplate': 'Model=%{x}<br>Execution time (s)=%{y}<extra></extra>',
|
| 117 |
+
'legendgroup': 'gpt-4-turbo',
|
| 118 |
+
'marker': {'color': '#FF97FF', 'pattern': {'shape': ''}},
|
| 119 |
+
'name': 'gpt-4-turbo',
|
| 120 |
+
'offsetgroup': 'gpt-4-turbo',
|
| 121 |
+
'orientation': 'v',
|
| 122 |
+
'showlegend': True,
|
| 123 |
+
'textposition': 'auto',
|
| 124 |
+
'type': 'bar',
|
| 125 |
+
'x': array(['gpt-4-turbo'], dtype=object),
|
| 126 |
+
'xaxis': 'x',
|
| 127 |
+
'y': array([14.00852903]),
|
| 128 |
+
'yaxis': 'y'},
|
| 129 |
+
{'alignmentgroup': 'True',
|
| 130 |
+
'hovertemplate': 'Model=%{x}<br>Execution time (s)=%{y}<extra></extra>',
|
| 131 |
+
'legendgroup': 'llama-2-70b-chat',
|
| 132 |
+
'marker': {'color': '#FECB52', 'pattern': {'shape': ''}},
|
| 133 |
+
'name': 'llama-2-70b-chat',
|
| 134 |
+
'offsetgroup': 'llama-2-70b-chat',
|
| 135 |
+
'orientation': 'v',
|
| 136 |
+
'showlegend': True,
|
| 137 |
+
'textposition': 'auto',
|
| 138 |
+
'type': 'bar',
|
| 139 |
+
'x': array(['llama-2-70b-chat'], dtype=object),
|
| 140 |
+
'xaxis': 'x',
|
| 141 |
+
'y': array([6.0658799]),
|
| 142 |
+
'yaxis': 'y'},
|
| 143 |
+
{'alignmentgroup': 'True',
|
| 144 |
+
'hovertemplate': 'Model=%{x}<br>Execution time (s)=%{y}<extra></extra>',
|
| 145 |
+
'legendgroup': 'zephyr-7b-beta',
|
| 146 |
+
'marker': {'color': '#636efa', 'pattern': {'shape': ''}},
|
| 147 |
+
'name': 'zephyr-7b-beta',
|
| 148 |
+
'offsetgroup': 'zephyr-7b-beta',
|
| 149 |
+
'orientation': 'v',
|
| 150 |
+
'showlegend': True,
|
| 151 |
+
'textposition': 'auto',
|
| 152 |
+
'type': 'bar',
|
| 153 |
+
'x': array(['zephyr-7b-beta'], dtype=object),
|
| 154 |
+
'xaxis': 'x',
|
| 155 |
+
'y': array([3.23879932]),
|
| 156 |
+
'yaxis': 'y'}],
|
| 157 |
+
'layout': {'barmode': 'relative',
|
| 158 |
+
'legend': {'title': {'text': 'Model'}, 'tracegroupgap': 0},
|
| 159 |
+
'template': '...',
|
| 160 |
+
'title': {'text': 'Model endpoints response times'},
|
| 161 |
+
'xaxis': {'anchor': 'y',
|
| 162 |
+
'categoryarray': [Mistral-7B-Instruct-v0.2,
|
| 163 |
+
Mixtral-8x7B-Instruct-v0.1,
|
| 164 |
+
TinyLlama/TinyLlama-1.1B-Chat-v1.0,
|
| 165 |
+
chat-bison, chat-bison-32k, gemini-pro,
|
| 166 |
+
gpt-3.5-turbo, gpt-4, gpt-4-turbo,
|
| 167 |
+
llama-2-70b-chat, zephyr-7b-beta],
|
| 168 |
+
'categoryorder': 'array',
|
| 169 |
+
'domain': [0.0, 1.0],
|
| 170 |
+
'title': {'text': 'Model'}},
|
| 171 |
+
'yaxis': {'anchor': 'x', 'domain': [0.0, 1.0], 'title': {'text': 'Execution time (s)'}}}
|
| 172 |
+
})",Model endpoints response times,,"{""data"":[{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution time (s)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""Mistral-7B-Instruct-v0.2"",""marker"":{""color"":""#636efa"",""pattern"":{""shape"":""""}},""name"":""Mistral-7B-Instruct-v0.2"",""offsetgroup"":""Mistral-7B-Instruct-v0.2"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""Mistral-7B-Instruct-v0.2""],""xaxis"":""x"",""y"":[3.174540030956268],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution time (s)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""Mixtral-8x7B-Instruct-v0.1"",""marker"":{""color"":""#EF553B"",""pattern"":{""shape"":""""}},""name"":""Mixtral-8x7B-Instruct-v0.1"",""offsetgroup"":""Mixtral-8x7B-Instruct-v0.1"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""Mixtral-8x7B-Instruct-v0.1""],""xaxis"":""x"",""y"":[7.142197625471814],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution time (s)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""TinyLlama\u002fTinyLlama-1.1B-Chat-v1.0"",""marker"":{""color"":""#00cc96"",""pattern"":{""shape"":""""}},""name"":""TinyLlama\u002fTinyLlama-1.1B-Chat-v1.0"",""offsetgroup"":""TinyLlama\u002fTinyLlama-1.1B-Chat-v1.0"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""TinyLlama\u002fTinyLlama-1.1B-Chat-v1.0""],""xaxis"":""x"",""y"":[1.2902645373344421],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution time (s)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""chat-bison"",""marker"":{""color"":""#ab63fa"",""pattern"":{""shape"":""""}},""name"":""chat-bison"",""offsetgroup"":""chat-bison"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""chat-bison""],""xaxis"":""x"",""y"":[3.890243631601334],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution time (s)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""chat-bison-32k"",""marker"":{""color"":""#FFA15A"",""pattern"":{""shape"":""""}},""name"":""chat-bison-32k"",""offsetgroup"":""chat-bison-32k"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""chat-bison-32k""],""xaxis"":""x"",""y"":[4.128177767992019],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution time (s)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""gemini-pro"",""marker"":{""color"":""#19d3f3"",""pattern"":{""shape"":""""}},""name"":""gemini-pro"",""offsetgroup"":""gemini-pro"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""gemini-pro""],""xaxis"":""x"",""y"":[4.72138064004937],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution time (s)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""gpt-3.5-turbo"",""marker"":{""color"":""#FF6692"",""pattern"":{""shape"":""""}},""name"":""gpt-3.5-turbo"",""offsetgroup"":""gpt-3.5-turbo"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""gpt-3.5-turbo""],""xaxis"":""x"",""y"":[5.282373493889353],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution time (s)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""gpt-4"",""marker"":{""color"":""#B6E880"",""pattern"":{""shape"":""""}},""name"":""gpt-4"",""offsetgroup"":""gpt-4"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""gpt-4""],""xaxis"":""x"",""y"":[15.5218456586202],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution time (s)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""gpt-4-turbo"",""marker"":{""color"":""#FF97FF"",""pattern"":{""shape"":""""}},""name"":""gpt-4-turbo"",""offsetgroup"":""gpt-4-turbo"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""gpt-4-turbo""],""xaxis"":""x"",""y"":[14.008529031276703],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution time (s)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""llama-2-70b-chat"",""marker"":{""color"":""#FECB52"",""pattern"":{""shape"":""""}},""name"":""llama-2-70b-chat"",""offsetgroup"":""llama-2-70b-chat"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""llama-2-70b-chat""],""xaxis"":""x"",""y"":[6.06587989590749],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution time (s)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""zephyr-7b-beta"",""marker"":{""color"":""#636efa"",""pattern"":{""shape"":""""}},""name"":""zephyr-7b-beta"",""offsetgroup"":""zephyr-7b-beta"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""zephyr-7b-beta""],""xaxis"":""x"",""y"":[3.2387993240356447],""yaxis"":""y"",""type"":""bar""}],""layout"":{""template"":{""data"":{""histogram2dcontour"":[{""type"":""histogram2dcontour"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""choropleth"":[{""type"":""choropleth"",""colorbar"":{""outlinewidth"":0,""ticks"":""""}}],""histogram2d"":[{""type"":""histogram2d"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""heatmap"":[{""type"":""heatmap"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""heatmapgl"":[{""type"":""heatmapgl"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""contourcarpet"":[{""type"":""contourcarpet"",""colorbar"":{""outlinewidth"":0,""ticks"":""""}}],""contour"":[{""type"":""contour"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""surface"":[{""type"":""surface"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""mesh3d"":[{""type"":""mesh3d"",""colorbar"":{""outlinewidth"":0,""ticks"":""""}}],""scatter"":[{""fillpattern"":{""fillmode"":""overlay"",""size"":10,""solidity"":0.2},""type"":""scatter""}],""parcoords"":[{""type"":""parcoords"",""line"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scatterpolargl"":[{""type"":""scatterpolargl"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""bar"":[{""error_x"":{""color"":""#2a3f5f""},""error_y"":{""color"":""#2a3f5f""},""marker"":{""line"":{""color"":""#E5ECF6"",""width"":0.5},""pattern"":{""fillmode"":""overlay"",""size"":10,""solidity"":0.2}},""type"":""bar""}],""scattergeo"":[{""type"":""scattergeo"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scatterpolar"":[{""type"":""scatterpolar"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""histogram"":[{""marker"":{""pattern"":{""fillmode"":""overlay"",""size"":10,""solidity"":0.2}},""type"":""histogram""}],""scattergl"":[{""type"":""scattergl"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scatter3d"":[{""type"":""scatter3d"",""line"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}},""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scattermapbox"":[{""type"":""scattermapbox"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scatterternary"":[{""type"":""scatterternary"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scattercarpet"":[{""type"":""scattercarpet"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""carpet"":[{""aaxis"":{""endlinecolor"":""#2a3f5f"",""gridcolor"":""white"",""linecolor"":""white"",""minorgridcolor"":""white"",""startlinecolor"":""#2a3f5f""},""baxis"":{""endlinecolor"":""#2a3f5f"",""gridcolor"":""white"",""linecolor"":""white"",""minorgridcolor"":""white"",""startlinecolor"":""#2a3f5f""},""type"":""carpet""}],""table"":[{""cells"":{""fill"":{""color"":""#EBF0F8""},""line"":{""color"":""white""}},""header"":{""fill"":{""color"":""#C8D4E3""},""line"":{""color"":""white""}},""type"":""table""}],""barpolar"":[{""marker"":{""line"":{""color"":""#E5ECF6"",""width"":0.5},""pattern"":{""fillmode"":""overlay"",""size"":10,""solidity"":0.2}},""type"":""barpolar""}],""pie"":[{""automargin"":true,""type"":""pie""}]},""layout"":{""autotypenumbers"":""strict"",""colorway"":[""#636efa"",""#EF553B"",""#00cc96"",""#ab63fa"",""#FFA15A"",""#19d3f3"",""#FF6692"",""#B6E880"",""#FF97FF"",""#FECB52""],""font"":{""color"":""#2a3f5f""},""hovermode"":""closest"",""hoverlabel"":{""align"":""left""},""paper_bgcolor"":""white"",""plot_bgcolor"":""#E5ECF6"",""polar"":{""bgcolor"":""#E5ECF6"",""angularaxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":""""},""radialaxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":""""}},""ternary"":{""bgcolor"":""#E5ECF6"",""aaxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":""""},""baxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":""""},""caxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":""""}},""coloraxis"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}},""colorscale"":{""sequential"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]],""sequentialminus"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]],""diverging"":[[0,""#8e0152""],[0.1,""#c51b7d""],[0.2,""#de77ae""],[0.3,""#f1b6da""],[0.4,""#fde0ef""],[0.5,""#f7f7f7""],[0.6,""#e6f5d0""],[0.7,""#b8e186""],[0.8,""#7fbc41""],[0.9,""#4d9221""],[1,""#276419""]]},""xaxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":"""",""title"":{""standoff"":15},""zerolinecolor"":""white"",""automargin"":true,""zerolinewidth"":2},""yaxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":"""",""title"":{""standoff"":15},""zerolinecolor"":""white"",""automargin"":true,""zerolinewidth"":2},""scene"":{""xaxis"":{""backgroundcolor"":""#E5ECF6"",""gridcolor"":""white"",""linecolor"":""white"",""showbackground"":true,""ticks"":"""",""zerolinecolor"":""white"",""gridwidth"":2},""yaxis"":{""backgroundcolor"":""#E5ECF6"",""gridcolor"":""white"",""linecolor"":""white"",""showbackground"":true,""ticks"":"""",""zerolinecolor"":""white"",""gridwidth"":2},""zaxis"":{""backgroundcolor"":""#E5ECF6"",""gridcolor"":""white"",""linecolor"":""white"",""showbackground"":true,""ticks"":"""",""zerolinecolor"":""white"",""gridwidth"":2}},""shapedefaults"":{""line"":{""color"":""#2a3f5f""}},""annotationdefaults"":{""arrowcolor"":""#2a3f5f"",""arrowhead"":0,""arrowwidth"":1},""geo"":{""bgcolor"":""white"",""landcolor"":""#E5ECF6"",""subunitcolor"":""white"",""showland"":true,""showlakes"":true,""lakecolor"":""white""},""title"":{""x"":0.05},""mapbox"":{""style"":""light""}}},""xaxis"":{""anchor"":""y"",""domain"":[0.0,1.0],""title"":{""text"":""Model""},""categoryorder"":""array"",""categoryarray"":[""Mistral-7B-Instruct-v0.2"",""Mixtral-8x7B-Instruct-v0.1"",""TinyLlama\u002fTinyLlama-1.1B-Chat-v1.0"",""chat-bison"",""chat-bison-32k"",""gemini-pro"",""gpt-3.5-turbo"",""gpt-4"",""gpt-4-turbo"",""llama-2-70b-chat"",""zephyr-7b-beta""]},""yaxis"":{""anchor"":""x"",""domain"":[0.0,1.0],""title"":{""text"":""Execution time (s)""}},""legend"":{""title"":{""text"":""Model""},""tracegroupgap"":0},""title"":{""text"":""Model endpoints response times""},""barmode"":""relative""}}"
|
| 173 |
+
./html/plots/execution_costs.html,"Figure({
|
| 174 |
+
'data': [{'alignmentgroup': 'True',
|
| 175 |
+
'hovertemplate': 'Model=%{x}<br>Execution cost ($)=%{y}<extra></extra>',
|
| 176 |
+
'legendgroup': 'gpt-3.5-turbo',
|
| 177 |
+
'marker': {'color': '#636efa', 'pattern': {'shape': ''}},
|
| 178 |
+
'name': 'gpt-3.5-turbo',
|
| 179 |
+
'offsetgroup': 'gpt-3.5-turbo',
|
| 180 |
+
'orientation': 'v',
|
| 181 |
+
'showlegend': True,
|
| 182 |
+
'textposition': 'auto',
|
| 183 |
+
'type': 'bar',
|
| 184 |
+
'x': array(['gpt-3.5-turbo', 'gpt-3.5-turbo'], dtype=object),
|
| 185 |
+
'xaxis': 'x',
|
| 186 |
+
'y': array([0.032366, 0.032366]),
|
| 187 |
+
'yaxis': 'y'},
|
| 188 |
+
{'alignmentgroup': 'True',
|
| 189 |
+
'hovertemplate': 'Model=%{x}<br>Execution cost ($)=%{y}<extra></extra>',
|
| 190 |
+
'legendgroup': 'gpt-4-turbo',
|
| 191 |
+
'marker': {'color': '#EF553B', 'pattern': {'shape': ''}},
|
| 192 |
+
'name': 'gpt-4-turbo',
|
| 193 |
+
'offsetgroup': 'gpt-4-turbo',
|
| 194 |
+
'orientation': 'v',
|
| 195 |
+
'showlegend': True,
|
| 196 |
+
'textposition': 'auto',
|
| 197 |
+
'type': 'bar',
|
| 198 |
+
'x': array(['gpt-4-turbo'], dtype=object),
|
| 199 |
+
'xaxis': 'x',
|
| 200 |
+
'y': array([0.21176]),
|
| 201 |
+
'yaxis': 'y'},
|
| 202 |
+
{'alignmentgroup': 'True',
|
| 203 |
+
'hovertemplate': 'Model=%{x}<br>Execution cost ($)=%{y}<extra></extra>',
|
| 204 |
+
'legendgroup': 'gpt-4',
|
| 205 |
+
'marker': {'color': '#00cc96', 'pattern': {'shape': ''}},
|
| 206 |
+
'name': 'gpt-4',
|
| 207 |
+
'offsetgroup': 'gpt-4',
|
| 208 |
+
'orientation': 'v',
|
| 209 |
+
'showlegend': True,
|
| 210 |
+
'textposition': 'auto',
|
| 211 |
+
'type': 'bar',
|
| 212 |
+
'x': array(['gpt-4'], dtype=object),
|
| 213 |
+
'xaxis': 'x',
|
| 214 |
+
'y': array([0.5778]),
|
| 215 |
+
'yaxis': 'y'},
|
| 216 |
+
{'alignmentgroup': 'True',
|
| 217 |
+
'hovertemplate': 'Model=%{x}<br>Execution cost ($)=%{y}<extra></extra>',
|
| 218 |
+
'legendgroup': 'llama-2-70b-chat',
|
| 219 |
+
'marker': {'color': '#ab63fa', 'pattern': {'shape': ''}},
|
| 220 |
+
'name': 'llama-2-70b-chat',
|
| 221 |
+
'offsetgroup': 'llama-2-70b-chat',
|
| 222 |
+
'orientation': 'v',
|
| 223 |
+
'showlegend': True,
|
| 224 |
+
'textposition': 'auto',
|
| 225 |
+
'type': 'bar',
|
| 226 |
+
'x': array(['llama-2-70b-chat'], dtype=object),
|
| 227 |
+
'xaxis': 'x',
|
| 228 |
+
'y': array([0.0051984]),
|
| 229 |
+
'yaxis': 'y'},
|
| 230 |
+
{'alignmentgroup': 'True',
|
| 231 |
+
'hovertemplate': 'Model=%{x}<br>Execution cost ($)=%{y}<extra></extra>',
|
| 232 |
+
'legendgroup': 'Mixtral-8x7B-Instruct-v0.1',
|
| 233 |
+
'marker': {'color': '#FFA15A', 'pattern': {'shape': ''}},
|
| 234 |
+
'name': 'Mixtral-8x7B-Instruct-v0.1',
|
| 235 |
+
'offsetgroup': 'Mixtral-8x7B-Instruct-v0.1',
|
| 236 |
+
'orientation': 'v',
|
| 237 |
+
'showlegend': True,
|
| 238 |
+
'textposition': 'auto',
|
| 239 |
+
'type': 'bar',
|
| 240 |
+
'x': array(['Mixtral-8x7B-Instruct-v0.1'], dtype=object),
|
| 241 |
+
'xaxis': 'x',
|
| 242 |
+
'y': array([0.0254493]),
|
| 243 |
+
'yaxis': 'y'},
|
| 244 |
+
{'alignmentgroup': 'True',
|
| 245 |
+
'hovertemplate': 'Model=%{x}<br>Execution cost ($)=%{y}<extra></extra>',
|
| 246 |
+
'legendgroup': 'zephyr-7b-beta',
|
| 247 |
+
'marker': {'color': '#19d3f3', 'pattern': {'shape': ''}},
|
| 248 |
+
'name': 'zephyr-7b-beta',
|
| 249 |
+
'offsetgroup': 'zephyr-7b-beta',
|
| 250 |
+
'orientation': 'v',
|
| 251 |
+
'showlegend': True,
|
| 252 |
+
'textposition': 'auto',
|
| 253 |
+
'type': 'bar',
|
| 254 |
+
'x': array(['zephyr-7b-beta'], dtype=object),
|
| 255 |
+
'xaxis': 'x',
|
| 256 |
+
'y': array([0.]),
|
| 257 |
+
'yaxis': 'y'},
|
| 258 |
+
{'alignmentgroup': 'True',
|
| 259 |
+
'hovertemplate': 'Model=%{x}<br>Execution cost ($)=%{y}<extra></extra>',
|
| 260 |
+
'legendgroup': 'Mistral-7B-Instruct-v0.2',
|
| 261 |
+
'marker': {'color': '#FF6692', 'pattern': {'shape': ''}},
|
| 262 |
+
'name': 'Mistral-7B-Instruct-v0.2',
|
| 263 |
+
'offsetgroup': 'Mistral-7B-Instruct-v0.2',
|
| 264 |
+
'orientation': 'v',
|
| 265 |
+
'showlegend': True,
|
| 266 |
+
'textposition': 'auto',
|
| 267 |
+
'type': 'bar',
|
| 268 |
+
'x': array(['Mistral-7B-Instruct-v0.2'], dtype=object),
|
| 269 |
+
'xaxis': 'x',
|
| 270 |
+
'y': array([0.]),
|
| 271 |
+
'yaxis': 'y'},
|
| 272 |
+
{'alignmentgroup': 'True',
|
| 273 |
+
'hovertemplate': 'Model=%{x}<br>Execution cost ($)=%{y}<extra></extra>',
|
| 274 |
+
'legendgroup': 'TinyLlama/TinyLlama-1.1B-Chat-v1.0',
|
| 275 |
+
'marker': {'color': '#B6E880', 'pattern': {'shape': ''}},
|
| 276 |
+
'name': 'TinyLlama/TinyLlama-1.1B-Chat-v1.0',
|
| 277 |
+
'offsetgroup': 'TinyLlama/TinyLlama-1.1B-Chat-v1.0',
|
| 278 |
+
'orientation': 'v',
|
| 279 |
+
'showlegend': True,
|
| 280 |
+
'textposition': 'auto',
|
| 281 |
+
'type': 'bar',
|
| 282 |
+
'x': array(['TinyLlama/TinyLlama-1.1B-Chat-v1.0'], dtype=object),
|
| 283 |
+
'xaxis': 'x',
|
| 284 |
+
'y': array([0.]),
|
| 285 |
+
'yaxis': 'y'},
|
| 286 |
+
{'alignmentgroup': 'True',
|
| 287 |
+
'hovertemplate': 'Model=%{x}<br>Execution cost ($)=%{y}<extra></extra>',
|
| 288 |
+
'legendgroup': 'gemini-pro',
|
| 289 |
+
'marker': {'color': '#FF97FF', 'pattern': {'shape': ''}},
|
| 290 |
+
'name': 'gemini-pro',
|
| 291 |
+
'offsetgroup': 'gemini-pro',
|
| 292 |
+
'orientation': 'v',
|
| 293 |
+
'showlegend': True,
|
| 294 |
+
'textposition': 'auto',
|
| 295 |
+
'type': 'bar',
|
| 296 |
+
'x': array(['gemini-pro'], dtype=object),
|
| 297 |
+
'xaxis': 'x',
|
| 298 |
+
'y': array([0.00706925]),
|
| 299 |
+
'yaxis': 'y'},
|
| 300 |
+
{'alignmentgroup': 'True',
|
| 301 |
+
'hovertemplate': 'Model=%{x}<br>Execution cost ($)=%{y}<extra></extra>',
|
| 302 |
+
'legendgroup': 'chat-bison (PaLM 2)',
|
| 303 |
+
'marker': {'color': '#FECB52', 'pattern': {'shape': ''}},
|
| 304 |
+
'name': 'chat-bison (PaLM 2)',
|
| 305 |
+
'offsetgroup': 'chat-bison (PaLM 2)',
|
| 306 |
+
'orientation': 'v',
|
| 307 |
+
'showlegend': True,
|
| 308 |
+
'textposition': 'auto',
|
| 309 |
+
'type': 'bar',
|
| 310 |
+
'x': array(['chat-bison (PaLM 2)'], dtype=object),
|
| 311 |
+
'xaxis': 'x',
|
| 312 |
+
'y': array([0.]),
|
| 313 |
+
'yaxis': 'y'},
|
| 314 |
+
{'alignmentgroup': 'True',
|
| 315 |
+
'hovertemplate': 'Model=%{x}<br>Execution cost ($)=%{y}<extra></extra>',
|
| 316 |
+
'legendgroup': 'chat-bison-32k (PaLM 2 32K)',
|
| 317 |
+
'marker': {'color': '#636efa', 'pattern': {'shape': ''}},
|
| 318 |
+
'name': 'chat-bison-32k (PaLM 2 32K)',
|
| 319 |
+
'offsetgroup': 'chat-bison-32k (PaLM 2 32K)',
|
| 320 |
+
'orientation': 'v',
|
| 321 |
+
'showlegend': True,
|
| 322 |
+
'textposition': 'auto',
|
| 323 |
+
'type': 'bar',
|
| 324 |
+
'x': array(['chat-bison-32k (PaLM 2 32K)'], dtype=object),
|
| 325 |
+
'xaxis': 'x',
|
| 326 |
+
'y': array([0.]),
|
| 327 |
+
'yaxis': 'y'}],
|
| 328 |
+
'layout': {'barmode': 'relative',
|
| 329 |
+
'legend': {'title': {'text': 'Model'}, 'tracegroupgap': 0},
|
| 330 |
+
'template': '...',
|
| 331 |
+
'title': {'text': 'Costs of execution of 39 test queries per model'},
|
| 332 |
+
'xaxis': {'anchor': 'y', 'domain': [0.0, 1.0], 'title': {'text': 'Model'}},
|
| 333 |
+
'yaxis': {'anchor': 'x', 'domain': [0.0, 1.0], 'title': {'text': 'Execution cost ($)'}}}
|
| 334 |
+
})",Costs of execution of 39 test queries per model,Note that some providers bill by token count and some by execution time. In the second case we used averaged pausing and resuming time to calculate the cost and assumed that all queries have been done in one session. Also note that for now the Gemini-Pro model is free for under 60 queries per minute.,"{""data"":[{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution cost ($)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""gpt-3.5-turbo"",""marker"":{""color"":""#636efa"",""pattern"":{""shape"":""""}},""name"":""gpt-3.5-turbo"",""offsetgroup"":""gpt-3.5-turbo"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""gpt-3.5-turbo"",""gpt-3.5-turbo""],""xaxis"":""x"",""y"":[0.032366,0.032366],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution cost ($)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""gpt-4-turbo"",""marker"":{""color"":""#EF553B"",""pattern"":{""shape"":""""}},""name"":""gpt-4-turbo"",""offsetgroup"":""gpt-4-turbo"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""gpt-4-turbo""],""xaxis"":""x"",""y"":[0.21176000000000003],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution cost ($)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""gpt-4"",""marker"":{""color"":""#00cc96"",""pattern"":{""shape"":""""}},""name"":""gpt-4"",""offsetgroup"":""gpt-4"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""gpt-4""],""xaxis"":""x"",""y"":[0.5778000000000001],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution cost ($)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""llama-2-70b-chat"",""marker"":{""color"":""#ab63fa"",""pattern"":{""shape"":""""}},""name"":""llama-2-70b-chat"",""offsetgroup"":""llama-2-70b-chat"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""llama-2-70b-chat""],""xaxis"":""x"",""y"":[0.005198400000000001],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution cost ($)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""Mixtral-8x7B-Instruct-v0.1"",""marker"":{""color"":""#FFA15A"",""pattern"":{""shape"":""""}},""name"":""Mixtral-8x7B-Instruct-v0.1"",""offsetgroup"":""Mixtral-8x7B-Instruct-v0.1"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""Mixtral-8x7B-Instruct-v0.1""],""xaxis"":""x"",""y"":[0.0254493],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution cost ($)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""zephyr-7b-beta"",""marker"":{""color"":""#19d3f3"",""pattern"":{""shape"":""""}},""name"":""zephyr-7b-beta"",""offsetgroup"":""zephyr-7b-beta"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""zephyr-7b-beta""],""xaxis"":""x"",""y"":[0.0],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution cost ($)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""Mistral-7B-Instruct-v0.2"",""marker"":{""color"":""#FF6692"",""pattern"":{""shape"":""""}},""name"":""Mistral-7B-Instruct-v0.2"",""offsetgroup"":""Mistral-7B-Instruct-v0.2"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""Mistral-7B-Instruct-v0.2""],""xaxis"":""x"",""y"":[0.0],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution cost ($)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""TinyLlama\u002fTinyLlama-1.1B-Chat-v1.0"",""marker"":{""color"":""#B6E880"",""pattern"":{""shape"":""""}},""name"":""TinyLlama\u002fTinyLlama-1.1B-Chat-v1.0"",""offsetgroup"":""TinyLlama\u002fTinyLlama-1.1B-Chat-v1.0"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""TinyLlama\u002fTinyLlama-1.1B-Chat-v1.0""],""xaxis"":""x"",""y"":[0.0],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution cost ($)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""gemini-pro"",""marker"":{""color"":""#FF97FF"",""pattern"":{""shape"":""""}},""name"":""gemini-pro"",""offsetgroup"":""gemini-pro"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""gemini-pro""],""xaxis"":""x"",""y"":[0.00706925],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution cost ($)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""chat-bison (PaLM 2)"",""marker"":{""color"":""#FECB52"",""pattern"":{""shape"":""""}},""name"":""chat-bison (PaLM 2)"",""offsetgroup"":""chat-bison (PaLM 2)"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""chat-bison (PaLM 2)""],""xaxis"":""x"",""y"":[0.0],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution cost ($)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""chat-bison-32k (PaLM 2 32K)"",""marker"":{""color"":""#636efa"",""pattern"":{""shape"":""""}},""name"":""chat-bison-32k (PaLM 2 32K)"",""offsetgroup"":""chat-bison-32k (PaLM 2 32K)"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""chat-bison-32k (PaLM 2 32K)""],""xaxis"":""x"",""y"":[0.0],""yaxis"":""y"",""type"":""bar""}],""layout"":{""template"":{""data"":{""histogram2dcontour"":[{""type"":""histogram2dcontour"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""choropleth"":[{""type"":""choropleth"",""colorbar"":{""outlinewidth"":0,""ticks"":""""}}],""histogram2d"":[{""type"":""histogram2d"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""heatmap"":[{""type"":""heatmap"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""heatmapgl"":[{""type"":""heatmapgl"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""contourcarpet"":[{""type"":""contourcarpet"",""colorbar"":{""outlinewidth"":0,""ticks"":""""}}],""contour"":[{""type"":""contour"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""surface"":[{""type"":""surface"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""mesh3d"":[{""type"":""mesh3d"",""colorbar"":{""outlinewidth"":0,""ticks"":""""}}],""scatter"":[{""fillpattern"":{""fillmode"":""overlay"",""size"":10,""solidity"":0.2},""type"":""scatter""}],""parcoords"":[{""type"":""parcoords"",""line"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scatterpolargl"":[{""type"":""scatterpolargl"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""bar"":[{""error_x"":{""color"":""#2a3f5f""},""error_y"":{""color"":""#2a3f5f""},""marker"":{""line"":{""color"":""#E5ECF6"",""width"":0.5},""pattern"":{""fillmode"":""overlay"",""size"":10,""solidity"":0.2}},""type"":""bar""}],""scattergeo"":[{""type"":""scattergeo"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scatterpolar"":[{""type"":""scatterpolar"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""histogram"":[{""marker"":{""pattern"":{""fillmode"":""overlay"",""size"":10,""solidity"":0.2}},""type"":""histogram""}],""scattergl"":[{""type"":""scattergl"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scatter3d"":[{""type"":""scatter3d"",""line"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}},""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scattermapbox"":[{""type"":""scattermapbox"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scatterternary"":[{""type"":""scatterternary"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scattercarpet"":[{""type"":""scattercarpet"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""carpet"":[{""aaxis"":{""endlinecolor"":""#2a3f5f"",""gridcolor"":""white"",""linecolor"":""white"",""minorgridcolor"":""white"",""startlinecolor"":""#2a3f5f""},""baxis"":{""endlinecolor"":""#2a3f5f"",""gridcolor"":""white"",""linecolor"":""white"",""minorgridcolor"":""white"",""startlinecolor"":""#2a3f5f""},""type"":""carpet""}],""table"":[{""cells"":{""fill"":{""color"":""#EBF0F8""},""line"":{""color"":""white""}},""header"":{""fill"":{""color"":""#C8D4E3""},""line"":{""color"":""white""}},""type"":""table""}],""barpolar"":[{""marker"":{""line"":{""color"":""#E5ECF6"",""width"":0.5},""pattern"":{""fillmode"":""overlay"",""size"":10,""solidity"":0.2}},""type"":""barpolar""}],""pie"":[{""automargin"":true,""type"":""pie""}]},""layout"":{""autotypenumbers"":""strict"",""colorway"":[""#636efa"",""#EF553B"",""#00cc96"",""#ab63fa"",""#FFA15A"",""#19d3f3"",""#FF6692"",""#B6E880"",""#FF97FF"",""#FECB52""],""font"":{""color"":""#2a3f5f""},""hovermode"":""closest"",""hoverlabel"":{""align"":""left""},""paper_bgcolor"":""white"",""plot_bgcolor"":""#E5ECF6"",""polar"":{""bgcolor"":""#E5ECF6"",""angularaxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":""""},""radialaxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":""""}},""ternary"":{""bgcolor"":""#E5ECF6"",""aaxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":""""},""baxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":""""},""caxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":""""}},""coloraxis"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}},""colorscale"":{""sequential"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]],""sequentialminus"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]],""diverging"":[[0,""#8e0152""],[0.1,""#c51b7d""],[0.2,""#de77ae""],[0.3,""#f1b6da""],[0.4,""#fde0ef""],[0.5,""#f7f7f7""],[0.6,""#e6f5d0""],[0.7,""#b8e186""],[0.8,""#7fbc41""],[0.9,""#4d9221""],[1,""#276419""]]},""xaxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":"""",""title"":{""standoff"":15},""zerolinecolor"":""white"",""automargin"":true,""zerolinewidth"":2},""yaxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":"""",""title"":{""standoff"":15},""zerolinecolor"":""white"",""automargin"":true,""zerolinewidth"":2},""scene"":{""xaxis"":{""backgroundcolor"":""#E5ECF6"",""gridcolor"":""white"",""linecolor"":""white"",""showbackground"":true,""ticks"":"""",""zerolinecolor"":""white"",""gridwidth"":2},""yaxis"":{""backgroundcolor"":""#E5ECF6"",""gridcolor"":""white"",""linecolor"":""white"",""showbackground"":true,""ticks"":"""",""zerolinecolor"":""white"",""gridwidth"":2},""zaxis"":{""backgroundcolor"":""#E5ECF6"",""gridcolor"":""white"",""linecolor"":""white"",""showbackground"":true,""ticks"":"""",""zerolinecolor"":""white"",""gridwidth"":2}},""shapedefaults"":{""line"":{""color"":""#2a3f5f""}},""annotationdefaults"":{""arrowcolor"":""#2a3f5f"",""arrowhead"":0,""arrowwidth"":1},""geo"":{""bgcolor"":""white"",""landcolor"":""#E5ECF6"",""subunitcolor"":""white"",""showland"":true,""showlakes"":true,""lakecolor"":""white""},""title"":{""x"":0.05},""mapbox"":{""style"":""light""}}},""xaxis"":{""anchor"":""y"",""domain"":[0.0,1.0],""title"":{""text"":""Model""}},""yaxis"":{""anchor"":""x"",""domain"":[0.0,1.0],""title"":{""text"":""Execution cost ($)""}},""legend"":{""title"":{""text"":""Model""},""tracegroupgap"":0},""title"":{""text"":""Costs of execution of 39 test queries per model""},""barmode"":""relative""}}"
|
| 335 |
+
./html/plots/model_sizes.html,"Figure({
|
| 336 |
+
'data': [{'alignmentgroup': 'True',
|
| 337 |
+
'hovertemplate': 'Model=%{x}<br>Model size (B params)=%{y}<extra></extra>',
|
| 338 |
+
'legendgroup': 'Mixtral-8x7B-Instruct-v0.1',
|
| 339 |
+
'marker': {'color': '#636efa', 'pattern': {'shape': ''}},
|
| 340 |
+
'name': 'Mixtral-8x7B-Instruct-v0.1',
|
| 341 |
+
'offsetgroup': 'Mixtral-8x7B-Instruct-v0.1',
|
| 342 |
+
'orientation': 'v',
|
| 343 |
+
'showlegend': True,
|
| 344 |
+
'textposition': 'auto',
|
| 345 |
+
'type': 'bar',
|
| 346 |
+
'x': array(['Mixtral-8x7B-Instruct-v0.1'], dtype=object),
|
| 347 |
+
'xaxis': 'x',
|
| 348 |
+
'y': array([56.]),
|
| 349 |
+
'yaxis': 'y'},
|
| 350 |
+
{'alignmentgroup': 'True',
|
| 351 |
+
'hovertemplate': 'Model=%{x}<br>Model size (B params)=%{y}<extra></extra>',
|
| 352 |
+
'legendgroup': 'zephyr-7b-beta',
|
| 353 |
+
'marker': {'color': '#EF553B', 'pattern': {'shape': ''}},
|
| 354 |
+
'name': 'zephyr-7b-beta',
|
| 355 |
+
'offsetgroup': 'zephyr-7b-beta',
|
| 356 |
+
'orientation': 'v',
|
| 357 |
+
'showlegend': True,
|
| 358 |
+
'textposition': 'auto',
|
| 359 |
+
'type': 'bar',
|
| 360 |
+
'x': array(['zephyr-7b-beta'], dtype=object),
|
| 361 |
+
'xaxis': 'x',
|
| 362 |
+
'y': array([7.]),
|
| 363 |
+
'yaxis': 'y'},
|
| 364 |
+
{'alignmentgroup': 'True',
|
| 365 |
+
'hovertemplate': 'Model=%{x}<br>Model size (B params)=%{y}<extra></extra>',
|
| 366 |
+
'legendgroup': 'Mistral-7B-Instruct-v0.2',
|
| 367 |
+
'marker': {'color': '#00cc96', 'pattern': {'shape': ''}},
|
| 368 |
+
'name': 'Mistral-7B-Instruct-v0.2',
|
| 369 |
+
'offsetgroup': 'Mistral-7B-Instruct-v0.2',
|
| 370 |
+
'orientation': 'v',
|
| 371 |
+
'showlegend': True,
|
| 372 |
+
'textposition': 'auto',
|
| 373 |
+
'type': 'bar',
|
| 374 |
+
'x': array(['Mistral-7B-Instruct-v0.2'], dtype=object),
|
| 375 |
+
'xaxis': 'x',
|
| 376 |
+
'y': array([7.]),
|
| 377 |
+
'yaxis': 'y'},
|
| 378 |
+
{'alignmentgroup': 'True',
|
| 379 |
+
'hovertemplate': 'Model=%{x}<br>Model size (B params)=%{y}<extra></extra>',
|
| 380 |
+
'legendgroup': 'TinyLlama/TinyLlama-1.1B-Chat-v1.0',
|
| 381 |
+
'marker': {'color': '#ab63fa', 'pattern': {'shape': ''}},
|
| 382 |
+
'name': 'TinyLlama/TinyLlama-1.1B-Chat-v1.0',
|
| 383 |
+
'offsetgroup': 'TinyLlama/TinyLlama-1.1B-Chat-v1.0',
|
| 384 |
+
'orientation': 'v',
|
| 385 |
+
'showlegend': True,
|
| 386 |
+
'textposition': 'auto',
|
| 387 |
+
'type': 'bar',
|
| 388 |
+
'x': array(['TinyLlama/TinyLlama-1.1B-Chat-v1.0'], dtype=object),
|
| 389 |
+
'xaxis': 'x',
|
| 390 |
+
'y': array([1.1]),
|
| 391 |
+
'yaxis': 'y'}],
|
| 392 |
+
'layout': {'barmode': 'relative',
|
| 393 |
+
'legend': {'title': {'text': 'Model'}, 'tracegroupgap': 0},
|
| 394 |
+
'template': '...',
|
| 395 |
+
'title': {'text': 'Model sizes in billions of parameters'},
|
| 396 |
+
'xaxis': {'anchor': 'y', 'domain': [0.0, 1.0], 'title': {'text': 'Model'}},
|
| 397 |
+
'yaxis': {'anchor': 'x', 'domain': [0.0, 1.0], 'title': {'text': 'Model size (B params)'}}}
|
| 398 |
+
})",Model sizes in billions of parameters,Note that some models have undisclosed sizes.,"{""data"":[{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eModel size (B params)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""Mixtral-8x7B-Instruct-v0.1"",""marker"":{""color"":""#636efa"",""pattern"":{""shape"":""""}},""name"":""Mixtral-8x7B-Instruct-v0.1"",""offsetgroup"":""Mixtral-8x7B-Instruct-v0.1"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""Mixtral-8x7B-Instruct-v0.1""],""xaxis"":""x"",""y"":[56.0],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eModel size (B params)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""zephyr-7b-beta"",""marker"":{""color"":""#EF553B"",""pattern"":{""shape"":""""}},""name"":""zephyr-7b-beta"",""offsetgroup"":""zephyr-7b-beta"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""zephyr-7b-beta""],""xaxis"":""x"",""y"":[7.0],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eModel size (B params)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""Mistral-7B-Instruct-v0.2"",""marker"":{""color"":""#00cc96"",""pattern"":{""shape"":""""}},""name"":""Mistral-7B-Instruct-v0.2"",""offsetgroup"":""Mistral-7B-Instruct-v0.2"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""Mistral-7B-Instruct-v0.2""],""xaxis"":""x"",""y"":[7.0],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eModel size (B params)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""TinyLlama\u002fTinyLlama-1.1B-Chat-v1.0"",""marker"":{""color"":""#ab63fa"",""pattern"":{""shape"":""""}},""name"":""TinyLlama\u002fTinyLlama-1.1B-Chat-v1.0"",""offsetgroup"":""TinyLlama\u002fTinyLlama-1.1B-Chat-v1.0"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""TinyLlama\u002fTinyLlama-1.1B-Chat-v1.0""],""xaxis"":""x"",""y"":[1.1],""yaxis"":""y"",""type"":""bar""}],""layout"":{""template"":{""data"":{""histogram2dcontour"":[{""type"":""histogram2dcontour"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""choropleth"":[{""type"":""choropleth"",""colorbar"":{""outlinewidth"":0,""ticks"":""""}}],""histogram2d"":[{""type"":""histogram2d"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""heatmap"":[{""type"":""heatmap"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""heatmapgl"":[{""type"":""heatmapgl"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""contourcarpet"":[{""type"":""contourcarpet"",""colorbar"":{""outlinewidth"":0,""ticks"":""""}}],""contour"":[{""type"":""contour"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""surface"":[{""type"":""surface"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""mesh3d"":[{""type"":""mesh3d"",""colorbar"":{""outlinewidth"":0,""ticks"":""""}}],""scatter"":[{""fillpattern"":{""fillmode"":""overlay"",""size"":10,""solidity"":0.2},""type"":""scatter""}],""parcoords"":[{""type"":""parcoords"",""line"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scatterpolargl"":[{""type"":""scatterpolargl"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""bar"":[{""error_x"":{""color"":""#2a3f5f""},""error_y"":{""color"":""#2a3f5f""},""marker"":{""line"":{""color"":""#E5ECF6"",""width"":0.5},""pattern"":{""fillmode"":""overlay"",""size"":10,""solidity"":0.2}},""type"":""bar""}],""scattergeo"":[{""type"":""scattergeo"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scatterpolar"":[{""type"":""scatterpolar"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""histogram"":[{""marker"":{""pattern"":{""fillmode"":""overlay"",""size"":10,""solidity"":0.2}},""type"":""histogram""}],""scattergl"":[{""type"":""scattergl"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scatter3d"":[{""type"":""scatter3d"",""line"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}},""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scattermapbox"":[{""type"":""scattermapbox"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scatterternary"":[{""type"":""scatterternary"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scattercarpet"":[{""type"":""scattercarpet"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""carpet"":[{""aaxis"":{""endlinecolor"":""#2a3f5f"",""gridcolor"":""white"",""linecolor"":""white"",""minorgridcolor"":""white"",""startlinecolor"":""#2a3f5f""},""baxis"":{""endlinecolor"":""#2a3f5f"",""gridcolor"":""white"",""linecolor"":""white"",""minorgridcolor"":""white"",""startlinecolor"":""#2a3f5f""},""type"":""carpet""}],""table"":[{""cells"":{""fill"":{""color"":""#EBF0F8""},""line"":{""color"":""white""}},""header"":{""fill"":{""color"":""#C8D4E3""},""line"":{""color"":""white""}},""type"":""table""}],""barpolar"":[{""marker"":{""line"":{""color"":""#E5ECF6"",""width"":0.5},""pattern"":{""fillmode"":""overlay"",""size"":10,""solidity"":0.2}},""type"":""barpolar""}],""pie"":[{""automargin"":true,""type"":""pie""}]},""layout"":{""autotypenumbers"":""strict"",""colorway"":[""#636efa"",""#EF553B"",""#00cc96"",""#ab63fa"",""#FFA15A"",""#19d3f3"",""#FF6692"",""#B6E880"",""#FF97FF"",""#FECB52""],""font"":{""color"":""#2a3f5f""},""hovermode"":""closest"",""hoverlabel"":{""align"":""left""},""paper_bgcolor"":""white"",""plot_bgcolor"":""#E5ECF6"",""polar"":{""bgcolor"":""#E5ECF6"",""angularaxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":""""},""radialaxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":""""}},""ternary"":{""bgcolor"":""#E5ECF6"",""aaxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":""""},""baxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":""""},""caxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":""""}},""coloraxis"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}},""colorscale"":{""sequential"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]],""sequentialminus"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]],""diverging"":[[0,""#8e0152""],[0.1,""#c51b7d""],[0.2,""#de77ae""],[0.3,""#f1b6da""],[0.4,""#fde0ef""],[0.5,""#f7f7f7""],[0.6,""#e6f5d0""],[0.7,""#b8e186""],[0.8,""#7fbc41""],[0.9,""#4d9221""],[1,""#276419""]]},""xaxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":"""",""title"":{""standoff"":15},""zerolinecolor"":""white"",""automargin"":true,""zerolinewidth"":2},""yaxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":"""",""title"":{""standoff"":15},""zerolinecolor"":""white"",""automargin"":true,""zerolinewidth"":2},""scene"":{""xaxis"":{""backgroundcolor"":""#E5ECF6"",""gridcolor"":""white"",""linecolor"":""white"",""showbackground"":true,""ticks"":"""",""zerolinecolor"":""white"",""gridwidth"":2},""yaxis"":{""backgroundcolor"":""#E5ECF6"",""gridcolor"":""white"",""linecolor"":""white"",""showbackground"":true,""ticks"":"""",""zerolinecolor"":""white"",""gridwidth"":2},""zaxis"":{""backgroundcolor"":""#E5ECF6"",""gridcolor"":""white"",""linecolor"":""white"",""showbackground"":true,""ticks"":"""",""zerolinecolor"":""white"",""gridwidth"":2}},""shapedefaults"":{""line"":{""color"":""#2a3f5f""}},""annotationdefaults"":{""arrowcolor"":""#2a3f5f"",""arrowhead"":0,""arrowwidth"":1},""geo"":{""bgcolor"":""white"",""landcolor"":""#E5ECF6"",""subunitcolor"":""white"",""showland"":true,""showlakes"":true,""lakecolor"":""white""},""title"":{""x"":0.05},""mapbox"":{""style"":""light""}}},""xaxis"":{""anchor"":""y"",""domain"":[0.0,1.0],""title"":{""text"":""Model""}},""yaxis"":{""anchor"":""x"",""domain"":[0.0,1.0],""title"":{""text"":""Model size (B params)""}},""legend"":{""title"":{""text"":""Model""},""tracegroupgap"":0},""title"":{""text"":""Model sizes in billions of parameters""},""barmode"":""relative""}}"
|
data/2024-01-26 11:22:32.771167_general_plot.csv
ADDED
|
@@ -0,0 +1,398 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
path,plot_object,description,comment,plot_json
|
| 2 |
+
./html/plots/response_times.html,"Figure({
|
| 3 |
+
'data': [{'alignmentgroup': 'True',
|
| 4 |
+
'hovertemplate': 'Model=%{x}<br>Execution time (s)=%{y}<extra></extra>',
|
| 5 |
+
'legendgroup': 'Mistral-7B-Instruct-v0.2',
|
| 6 |
+
'marker': {'color': '#636efa', 'pattern': {'shape': ''}},
|
| 7 |
+
'name': 'Mistral-7B-Instruct-v0.2',
|
| 8 |
+
'offsetgroup': 'Mistral-7B-Instruct-v0.2',
|
| 9 |
+
'orientation': 'v',
|
| 10 |
+
'showlegend': True,
|
| 11 |
+
'textposition': 'auto',
|
| 12 |
+
'type': 'bar',
|
| 13 |
+
'x': array(['Mistral-7B-Instruct-v0.2'], dtype=object),
|
| 14 |
+
'xaxis': 'x',
|
| 15 |
+
'y': array([3.17454003]),
|
| 16 |
+
'yaxis': 'y'},
|
| 17 |
+
{'alignmentgroup': 'True',
|
| 18 |
+
'hovertemplate': 'Model=%{x}<br>Execution time (s)=%{y}<extra></extra>',
|
| 19 |
+
'legendgroup': 'Mixtral-8x7B-Instruct-v0.1',
|
| 20 |
+
'marker': {'color': '#EF553B', 'pattern': {'shape': ''}},
|
| 21 |
+
'name': 'Mixtral-8x7B-Instruct-v0.1',
|
| 22 |
+
'offsetgroup': 'Mixtral-8x7B-Instruct-v0.1',
|
| 23 |
+
'orientation': 'v',
|
| 24 |
+
'showlegend': True,
|
| 25 |
+
'textposition': 'auto',
|
| 26 |
+
'type': 'bar',
|
| 27 |
+
'x': array(['Mixtral-8x7B-Instruct-v0.1'], dtype=object),
|
| 28 |
+
'xaxis': 'x',
|
| 29 |
+
'y': array([7.14219763]),
|
| 30 |
+
'yaxis': 'y'},
|
| 31 |
+
{'alignmentgroup': 'True',
|
| 32 |
+
'hovertemplate': 'Model=%{x}<br>Execution time (s)=%{y}<extra></extra>',
|
| 33 |
+
'legendgroup': 'TinyLlama/TinyLlama-1.1B-Chat-v1.0',
|
| 34 |
+
'marker': {'color': '#00cc96', 'pattern': {'shape': ''}},
|
| 35 |
+
'name': 'TinyLlama/TinyLlama-1.1B-Chat-v1.0',
|
| 36 |
+
'offsetgroup': 'TinyLlama/TinyLlama-1.1B-Chat-v1.0',
|
| 37 |
+
'orientation': 'v',
|
| 38 |
+
'showlegend': True,
|
| 39 |
+
'textposition': 'auto',
|
| 40 |
+
'type': 'bar',
|
| 41 |
+
'x': array(['TinyLlama/TinyLlama-1.1B-Chat-v1.0'], dtype=object),
|
| 42 |
+
'xaxis': 'x',
|
| 43 |
+
'y': array([1.29026454]),
|
| 44 |
+
'yaxis': 'y'},
|
| 45 |
+
{'alignmentgroup': 'True',
|
| 46 |
+
'hovertemplate': 'Model=%{x}<br>Execution time (s)=%{y}<extra></extra>',
|
| 47 |
+
'legendgroup': 'chat-bison',
|
| 48 |
+
'marker': {'color': '#ab63fa', 'pattern': {'shape': ''}},
|
| 49 |
+
'name': 'chat-bison',
|
| 50 |
+
'offsetgroup': 'chat-bison',
|
| 51 |
+
'orientation': 'v',
|
| 52 |
+
'showlegend': True,
|
| 53 |
+
'textposition': 'auto',
|
| 54 |
+
'type': 'bar',
|
| 55 |
+
'x': array(['chat-bison'], dtype=object),
|
| 56 |
+
'xaxis': 'x',
|
| 57 |
+
'y': array([3.89024363]),
|
| 58 |
+
'yaxis': 'y'},
|
| 59 |
+
{'alignmentgroup': 'True',
|
| 60 |
+
'hovertemplate': 'Model=%{x}<br>Execution time (s)=%{y}<extra></extra>',
|
| 61 |
+
'legendgroup': 'chat-bison-32k',
|
| 62 |
+
'marker': {'color': '#FFA15A', 'pattern': {'shape': ''}},
|
| 63 |
+
'name': 'chat-bison-32k',
|
| 64 |
+
'offsetgroup': 'chat-bison-32k',
|
| 65 |
+
'orientation': 'v',
|
| 66 |
+
'showlegend': True,
|
| 67 |
+
'textposition': 'auto',
|
| 68 |
+
'type': 'bar',
|
| 69 |
+
'x': array(['chat-bison-32k'], dtype=object),
|
| 70 |
+
'xaxis': 'x',
|
| 71 |
+
'y': array([4.12817777]),
|
| 72 |
+
'yaxis': 'y'},
|
| 73 |
+
{'alignmentgroup': 'True',
|
| 74 |
+
'hovertemplate': 'Model=%{x}<br>Execution time (s)=%{y}<extra></extra>',
|
| 75 |
+
'legendgroup': 'gemini-pro',
|
| 76 |
+
'marker': {'color': '#19d3f3', 'pattern': {'shape': ''}},
|
| 77 |
+
'name': 'gemini-pro',
|
| 78 |
+
'offsetgroup': 'gemini-pro',
|
| 79 |
+
'orientation': 'v',
|
| 80 |
+
'showlegend': True,
|
| 81 |
+
'textposition': 'auto',
|
| 82 |
+
'type': 'bar',
|
| 83 |
+
'x': array(['gemini-pro'], dtype=object),
|
| 84 |
+
'xaxis': 'x',
|
| 85 |
+
'y': array([4.72138064]),
|
| 86 |
+
'yaxis': 'y'},
|
| 87 |
+
{'alignmentgroup': 'True',
|
| 88 |
+
'hovertemplate': 'Model=%{x}<br>Execution time (s)=%{y}<extra></extra>',
|
| 89 |
+
'legendgroup': 'gpt-3.5-turbo',
|
| 90 |
+
'marker': {'color': '#FF6692', 'pattern': {'shape': ''}},
|
| 91 |
+
'name': 'gpt-3.5-turbo',
|
| 92 |
+
'offsetgroup': 'gpt-3.5-turbo',
|
| 93 |
+
'orientation': 'v',
|
| 94 |
+
'showlegend': True,
|
| 95 |
+
'textposition': 'auto',
|
| 96 |
+
'type': 'bar',
|
| 97 |
+
'x': array(['gpt-3.5-turbo'], dtype=object),
|
| 98 |
+
'xaxis': 'x',
|
| 99 |
+
'y': array([5.28237349]),
|
| 100 |
+
'yaxis': 'y'},
|
| 101 |
+
{'alignmentgroup': 'True',
|
| 102 |
+
'hovertemplate': 'Model=%{x}<br>Execution time (s)=%{y}<extra></extra>',
|
| 103 |
+
'legendgroup': 'gpt-4',
|
| 104 |
+
'marker': {'color': '#B6E880', 'pattern': {'shape': ''}},
|
| 105 |
+
'name': 'gpt-4',
|
| 106 |
+
'offsetgroup': 'gpt-4',
|
| 107 |
+
'orientation': 'v',
|
| 108 |
+
'showlegend': True,
|
| 109 |
+
'textposition': 'auto',
|
| 110 |
+
'type': 'bar',
|
| 111 |
+
'x': array(['gpt-4'], dtype=object),
|
| 112 |
+
'xaxis': 'x',
|
| 113 |
+
'y': array([15.52184566]),
|
| 114 |
+
'yaxis': 'y'},
|
| 115 |
+
{'alignmentgroup': 'True',
|
| 116 |
+
'hovertemplate': 'Model=%{x}<br>Execution time (s)=%{y}<extra></extra>',
|
| 117 |
+
'legendgroup': 'gpt-4-turbo',
|
| 118 |
+
'marker': {'color': '#FF97FF', 'pattern': {'shape': ''}},
|
| 119 |
+
'name': 'gpt-4-turbo',
|
| 120 |
+
'offsetgroup': 'gpt-4-turbo',
|
| 121 |
+
'orientation': 'v',
|
| 122 |
+
'showlegend': True,
|
| 123 |
+
'textposition': 'auto',
|
| 124 |
+
'type': 'bar',
|
| 125 |
+
'x': array(['gpt-4-turbo'], dtype=object),
|
| 126 |
+
'xaxis': 'x',
|
| 127 |
+
'y': array([14.00852903]),
|
| 128 |
+
'yaxis': 'y'},
|
| 129 |
+
{'alignmentgroup': 'True',
|
| 130 |
+
'hovertemplate': 'Model=%{x}<br>Execution time (s)=%{y}<extra></extra>',
|
| 131 |
+
'legendgroup': 'llama-2-70b-chat',
|
| 132 |
+
'marker': {'color': '#FECB52', 'pattern': {'shape': ''}},
|
| 133 |
+
'name': 'llama-2-70b-chat',
|
| 134 |
+
'offsetgroup': 'llama-2-70b-chat',
|
| 135 |
+
'orientation': 'v',
|
| 136 |
+
'showlegend': True,
|
| 137 |
+
'textposition': 'auto',
|
| 138 |
+
'type': 'bar',
|
| 139 |
+
'x': array(['llama-2-70b-chat'], dtype=object),
|
| 140 |
+
'xaxis': 'x',
|
| 141 |
+
'y': array([6.0658799]),
|
| 142 |
+
'yaxis': 'y'},
|
| 143 |
+
{'alignmentgroup': 'True',
|
| 144 |
+
'hovertemplate': 'Model=%{x}<br>Execution time (s)=%{y}<extra></extra>',
|
| 145 |
+
'legendgroup': 'zephyr-7b-beta',
|
| 146 |
+
'marker': {'color': '#636efa', 'pattern': {'shape': ''}},
|
| 147 |
+
'name': 'zephyr-7b-beta',
|
| 148 |
+
'offsetgroup': 'zephyr-7b-beta',
|
| 149 |
+
'orientation': 'v',
|
| 150 |
+
'showlegend': True,
|
| 151 |
+
'textposition': 'auto',
|
| 152 |
+
'type': 'bar',
|
| 153 |
+
'x': array(['zephyr-7b-beta'], dtype=object),
|
| 154 |
+
'xaxis': 'x',
|
| 155 |
+
'y': array([3.23879932]),
|
| 156 |
+
'yaxis': 'y'}],
|
| 157 |
+
'layout': {'barmode': 'relative',
|
| 158 |
+
'legend': {'title': {'text': 'Model'}, 'tracegroupgap': 0},
|
| 159 |
+
'template': '...',
|
| 160 |
+
'title': {'text': 'Model endpoints response times'},
|
| 161 |
+
'xaxis': {'anchor': 'y',
|
| 162 |
+
'categoryarray': [Mistral-7B-Instruct-v0.2,
|
| 163 |
+
Mixtral-8x7B-Instruct-v0.1,
|
| 164 |
+
TinyLlama/TinyLlama-1.1B-Chat-v1.0,
|
| 165 |
+
chat-bison, chat-bison-32k, gemini-pro,
|
| 166 |
+
gpt-3.5-turbo, gpt-4, gpt-4-turbo,
|
| 167 |
+
llama-2-70b-chat, zephyr-7b-beta],
|
| 168 |
+
'categoryorder': 'array',
|
| 169 |
+
'domain': [0.0, 1.0],
|
| 170 |
+
'title': {'text': 'Model'}},
|
| 171 |
+
'yaxis': {'anchor': 'x', 'domain': [0.0, 1.0], 'title': {'text': 'Execution time (s)'}}}
|
| 172 |
+
})",Model endpoints response times,,"{""data"":[{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution time (s)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""Mistral-7B-Instruct-v0.2"",""marker"":{""color"":""#636efa"",""pattern"":{""shape"":""""}},""name"":""Mistral-7B-Instruct-v0.2"",""offsetgroup"":""Mistral-7B-Instruct-v0.2"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""Mistral-7B-Instruct-v0.2""],""xaxis"":""x"",""y"":[3.174540030956268],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution time (s)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""Mixtral-8x7B-Instruct-v0.1"",""marker"":{""color"":""#EF553B"",""pattern"":{""shape"":""""}},""name"":""Mixtral-8x7B-Instruct-v0.1"",""offsetgroup"":""Mixtral-8x7B-Instruct-v0.1"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""Mixtral-8x7B-Instruct-v0.1""],""xaxis"":""x"",""y"":[7.142197625471814],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution time (s)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""TinyLlama\u002fTinyLlama-1.1B-Chat-v1.0"",""marker"":{""color"":""#00cc96"",""pattern"":{""shape"":""""}},""name"":""TinyLlama\u002fTinyLlama-1.1B-Chat-v1.0"",""offsetgroup"":""TinyLlama\u002fTinyLlama-1.1B-Chat-v1.0"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""TinyLlama\u002fTinyLlama-1.1B-Chat-v1.0""],""xaxis"":""x"",""y"":[1.2902645373344421],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution time (s)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""chat-bison"",""marker"":{""color"":""#ab63fa"",""pattern"":{""shape"":""""}},""name"":""chat-bison"",""offsetgroup"":""chat-bison"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""chat-bison""],""xaxis"":""x"",""y"":[3.890243631601334],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution time (s)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""chat-bison-32k"",""marker"":{""color"":""#FFA15A"",""pattern"":{""shape"":""""}},""name"":""chat-bison-32k"",""offsetgroup"":""chat-bison-32k"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""chat-bison-32k""],""xaxis"":""x"",""y"":[4.128177767992019],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution time (s)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""gemini-pro"",""marker"":{""color"":""#19d3f3"",""pattern"":{""shape"":""""}},""name"":""gemini-pro"",""offsetgroup"":""gemini-pro"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""gemini-pro""],""xaxis"":""x"",""y"":[4.72138064004937],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution time (s)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""gpt-3.5-turbo"",""marker"":{""color"":""#FF6692"",""pattern"":{""shape"":""""}},""name"":""gpt-3.5-turbo"",""offsetgroup"":""gpt-3.5-turbo"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""gpt-3.5-turbo""],""xaxis"":""x"",""y"":[5.282373493889353],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution time (s)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""gpt-4"",""marker"":{""color"":""#B6E880"",""pattern"":{""shape"":""""}},""name"":""gpt-4"",""offsetgroup"":""gpt-4"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""gpt-4""],""xaxis"":""x"",""y"":[15.5218456586202],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution time (s)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""gpt-4-turbo"",""marker"":{""color"":""#FF97FF"",""pattern"":{""shape"":""""}},""name"":""gpt-4-turbo"",""offsetgroup"":""gpt-4-turbo"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""gpt-4-turbo""],""xaxis"":""x"",""y"":[14.008529031276703],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution time (s)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""llama-2-70b-chat"",""marker"":{""color"":""#FECB52"",""pattern"":{""shape"":""""}},""name"":""llama-2-70b-chat"",""offsetgroup"":""llama-2-70b-chat"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""llama-2-70b-chat""],""xaxis"":""x"",""y"":[6.06587989590749],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution time (s)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""zephyr-7b-beta"",""marker"":{""color"":""#636efa"",""pattern"":{""shape"":""""}},""name"":""zephyr-7b-beta"",""offsetgroup"":""zephyr-7b-beta"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""zephyr-7b-beta""],""xaxis"":""x"",""y"":[3.2387993240356447],""yaxis"":""y"",""type"":""bar""}],""layout"":{""template"":{""data"":{""histogram2dcontour"":[{""type"":""histogram2dcontour"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""choropleth"":[{""type"":""choropleth"",""colorbar"":{""outlinewidth"":0,""ticks"":""""}}],""histogram2d"":[{""type"":""histogram2d"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""heatmap"":[{""type"":""heatmap"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""heatmapgl"":[{""type"":""heatmapgl"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""contourcarpet"":[{""type"":""contourcarpet"",""colorbar"":{""outlinewidth"":0,""ticks"":""""}}],""contour"":[{""type"":""contour"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""surface"":[{""type"":""surface"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""mesh3d"":[{""type"":""mesh3d"",""colorbar"":{""outlinewidth"":0,""ticks"":""""}}],""scatter"":[{""fillpattern"":{""fillmode"":""overlay"",""size"":10,""solidity"":0.2},""type"":""scatter""}],""parcoords"":[{""type"":""parcoords"",""line"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scatterpolargl"":[{""type"":""scatterpolargl"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""bar"":[{""error_x"":{""color"":""#2a3f5f""},""error_y"":{""color"":""#2a3f5f""},""marker"":{""line"":{""color"":""#E5ECF6"",""width"":0.5},""pattern"":{""fillmode"":""overlay"",""size"":10,""solidity"":0.2}},""type"":""bar""}],""scattergeo"":[{""type"":""scattergeo"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scatterpolar"":[{""type"":""scatterpolar"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""histogram"":[{""marker"":{""pattern"":{""fillmode"":""overlay"",""size"":10,""solidity"":0.2}},""type"":""histogram""}],""scattergl"":[{""type"":""scattergl"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scatter3d"":[{""type"":""scatter3d"",""line"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}},""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scattermapbox"":[{""type"":""scattermapbox"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scatterternary"":[{""type"":""scatterternary"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scattercarpet"":[{""type"":""scattercarpet"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""carpet"":[{""aaxis"":{""endlinecolor"":""#2a3f5f"",""gridcolor"":""white"",""linecolor"":""white"",""minorgridcolor"":""white"",""startlinecolor"":""#2a3f5f""},""baxis"":{""endlinecolor"":""#2a3f5f"",""gridcolor"":""white"",""linecolor"":""white"",""minorgridcolor"":""white"",""startlinecolor"":""#2a3f5f""},""type"":""carpet""}],""table"":[{""cells"":{""fill"":{""color"":""#EBF0F8""},""line"":{""color"":""white""}},""header"":{""fill"":{""color"":""#C8D4E3""},""line"":{""color"":""white""}},""type"":""table""}],""barpolar"":[{""marker"":{""line"":{""color"":""#E5ECF6"",""width"":0.5},""pattern"":{""fillmode"":""overlay"",""size"":10,""solidity"":0.2}},""type"":""barpolar""}],""pie"":[{""automargin"":true,""type"":""pie""}]},""layout"":{""autotypenumbers"":""strict"",""colorway"":[""#636efa"",""#EF553B"",""#00cc96"",""#ab63fa"",""#FFA15A"",""#19d3f3"",""#FF6692"",""#B6E880"",""#FF97FF"",""#FECB52""],""font"":{""color"":""#2a3f5f""},""hovermode"":""closest"",""hoverlabel"":{""align"":""left""},""paper_bgcolor"":""white"",""plot_bgcolor"":""#E5ECF6"",""polar"":{""bgcolor"":""#E5ECF6"",""angularaxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":""""},""radialaxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":""""}},""ternary"":{""bgcolor"":""#E5ECF6"",""aaxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":""""},""baxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":""""},""caxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":""""}},""coloraxis"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}},""colorscale"":{""sequential"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]],""sequentialminus"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]],""diverging"":[[0,""#8e0152""],[0.1,""#c51b7d""],[0.2,""#de77ae""],[0.3,""#f1b6da""],[0.4,""#fde0ef""],[0.5,""#f7f7f7""],[0.6,""#e6f5d0""],[0.7,""#b8e186""],[0.8,""#7fbc41""],[0.9,""#4d9221""],[1,""#276419""]]},""xaxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":"""",""title"":{""standoff"":15},""zerolinecolor"":""white"",""automargin"":true,""zerolinewidth"":2},""yaxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":"""",""title"":{""standoff"":15},""zerolinecolor"":""white"",""automargin"":true,""zerolinewidth"":2},""scene"":{""xaxis"":{""backgroundcolor"":""#E5ECF6"",""gridcolor"":""white"",""linecolor"":""white"",""showbackground"":true,""ticks"":"""",""zerolinecolor"":""white"",""gridwidth"":2},""yaxis"":{""backgroundcolor"":""#E5ECF6"",""gridcolor"":""white"",""linecolor"":""white"",""showbackground"":true,""ticks"":"""",""zerolinecolor"":""white"",""gridwidth"":2},""zaxis"":{""backgroundcolor"":""#E5ECF6"",""gridcolor"":""white"",""linecolor"":""white"",""showbackground"":true,""ticks"":"""",""zerolinecolor"":""white"",""gridwidth"":2}},""shapedefaults"":{""line"":{""color"":""#2a3f5f""}},""annotationdefaults"":{""arrowcolor"":""#2a3f5f"",""arrowhead"":0,""arrowwidth"":1},""geo"":{""bgcolor"":""white"",""landcolor"":""#E5ECF6"",""subunitcolor"":""white"",""showland"":true,""showlakes"":true,""lakecolor"":""white""},""title"":{""x"":0.05},""mapbox"":{""style"":""light""}}},""xaxis"":{""anchor"":""y"",""domain"":[0.0,1.0],""title"":{""text"":""Model""},""categoryorder"":""array"",""categoryarray"":[""Mistral-7B-Instruct-v0.2"",""Mixtral-8x7B-Instruct-v0.1"",""TinyLlama\u002fTinyLlama-1.1B-Chat-v1.0"",""chat-bison"",""chat-bison-32k"",""gemini-pro"",""gpt-3.5-turbo"",""gpt-4"",""gpt-4-turbo"",""llama-2-70b-chat"",""zephyr-7b-beta""]},""yaxis"":{""anchor"":""x"",""domain"":[0.0,1.0],""title"":{""text"":""Execution time (s)""}},""legend"":{""title"":{""text"":""Model""},""tracegroupgap"":0},""title"":{""text"":""Model endpoints response times""},""barmode"":""relative""}}"
|
| 173 |
+
./html/plots/execution_costs.html,"Figure({
|
| 174 |
+
'data': [{'alignmentgroup': 'True',
|
| 175 |
+
'hovertemplate': 'Model=%{x}<br>Execution cost ($)=%{y}<extra></extra>',
|
| 176 |
+
'legendgroup': 'gpt-3.5-turbo',
|
| 177 |
+
'marker': {'color': '#636efa', 'pattern': {'shape': ''}},
|
| 178 |
+
'name': 'gpt-3.5-turbo',
|
| 179 |
+
'offsetgroup': 'gpt-3.5-turbo',
|
| 180 |
+
'orientation': 'v',
|
| 181 |
+
'showlegend': True,
|
| 182 |
+
'textposition': 'auto',
|
| 183 |
+
'type': 'bar',
|
| 184 |
+
'x': array(['gpt-3.5-turbo', 'gpt-3.5-turbo'], dtype=object),
|
| 185 |
+
'xaxis': 'x',
|
| 186 |
+
'y': array([0.020994, 0.020994]),
|
| 187 |
+
'yaxis': 'y'},
|
| 188 |
+
{'alignmentgroup': 'True',
|
| 189 |
+
'hovertemplate': 'Model=%{x}<br>Execution cost ($)=%{y}<extra></extra>',
|
| 190 |
+
'legendgroup': 'gpt-4-turbo',
|
| 191 |
+
'marker': {'color': '#EF553B', 'pattern': {'shape': ''}},
|
| 192 |
+
'name': 'gpt-4-turbo',
|
| 193 |
+
'offsetgroup': 'gpt-4-turbo',
|
| 194 |
+
'orientation': 'v',
|
| 195 |
+
'showlegend': True,
|
| 196 |
+
'textposition': 'auto',
|
| 197 |
+
'type': 'bar',
|
| 198 |
+
'x': array(['gpt-4-turbo'], dtype=object),
|
| 199 |
+
'xaxis': 'x',
|
| 200 |
+
'y': array([0.02967]),
|
| 201 |
+
'yaxis': 'y'},
|
| 202 |
+
{'alignmentgroup': 'True',
|
| 203 |
+
'hovertemplate': 'Model=%{x}<br>Execution cost ($)=%{y}<extra></extra>',
|
| 204 |
+
'legendgroup': 'gpt-4',
|
| 205 |
+
'marker': {'color': '#00cc96', 'pattern': {'shape': ''}},
|
| 206 |
+
'name': 'gpt-4',
|
| 207 |
+
'offsetgroup': 'gpt-4',
|
| 208 |
+
'orientation': 'v',
|
| 209 |
+
'showlegend': True,
|
| 210 |
+
'textposition': 'auto',
|
| 211 |
+
'type': 'bar',
|
| 212 |
+
'x': array(['gpt-4'], dtype=object),
|
| 213 |
+
'xaxis': 'x',
|
| 214 |
+
'y': array([0.07839]),
|
| 215 |
+
'yaxis': 'y'},
|
| 216 |
+
{'alignmentgroup': 'True',
|
| 217 |
+
'hovertemplate': 'Model=%{x}<br>Execution cost ($)=%{y}<extra></extra>',
|
| 218 |
+
'legendgroup': 'llama-2-70b-chat',
|
| 219 |
+
'marker': {'color': '#ab63fa', 'pattern': {'shape': ''}},
|
| 220 |
+
'name': 'llama-2-70b-chat',
|
| 221 |
+
'offsetgroup': 'llama-2-70b-chat',
|
| 222 |
+
'orientation': 'v',
|
| 223 |
+
'showlegend': True,
|
| 224 |
+
'textposition': 'auto',
|
| 225 |
+
'type': 'bar',
|
| 226 |
+
'x': array(['llama-2-70b-chat'], dtype=object),
|
| 227 |
+
'xaxis': 'x',
|
| 228 |
+
'y': array([0.0039636]),
|
| 229 |
+
'yaxis': 'y'},
|
| 230 |
+
{'alignmentgroup': 'True',
|
| 231 |
+
'hovertemplate': 'Model=%{x}<br>Execution cost ($)=%{y}<extra></extra>',
|
| 232 |
+
'legendgroup': 'Mixtral-8x7B-Instruct-v0.1',
|
| 233 |
+
'marker': {'color': '#FFA15A', 'pattern': {'shape': ''}},
|
| 234 |
+
'name': 'Mixtral-8x7B-Instruct-v0.1',
|
| 235 |
+
'offsetgroup': 'Mixtral-8x7B-Instruct-v0.1',
|
| 236 |
+
'orientation': 'v',
|
| 237 |
+
'showlegend': True,
|
| 238 |
+
'textposition': 'auto',
|
| 239 |
+
'type': 'bar',
|
| 240 |
+
'x': array(['Mixtral-8x7B-Instruct-v0.1'], dtype=object),
|
| 241 |
+
'xaxis': 'x',
|
| 242 |
+
'y': array([0.0161523]),
|
| 243 |
+
'yaxis': 'y'},
|
| 244 |
+
{'alignmentgroup': 'True',
|
| 245 |
+
'hovertemplate': 'Model=%{x}<br>Execution cost ($)=%{y}<extra></extra>',
|
| 246 |
+
'legendgroup': 'zephyr-7b-beta',
|
| 247 |
+
'marker': {'color': '#19d3f3', 'pattern': {'shape': ''}},
|
| 248 |
+
'name': 'zephyr-7b-beta',
|
| 249 |
+
'offsetgroup': 'zephyr-7b-beta',
|
| 250 |
+
'orientation': 'v',
|
| 251 |
+
'showlegend': True,
|
| 252 |
+
'textposition': 'auto',
|
| 253 |
+
'type': 'bar',
|
| 254 |
+
'x': array(['zephyr-7b-beta'], dtype=object),
|
| 255 |
+
'xaxis': 'x',
|
| 256 |
+
'y': array([0.00550208]),
|
| 257 |
+
'yaxis': 'y'},
|
| 258 |
+
{'alignmentgroup': 'True',
|
| 259 |
+
'hovertemplate': 'Model=%{x}<br>Execution cost ($)=%{y}<extra></extra>',
|
| 260 |
+
'legendgroup': 'Mistral-7B-Instruct-v0.2',
|
| 261 |
+
'marker': {'color': '#FF6692', 'pattern': {'shape': ''}},
|
| 262 |
+
'name': 'Mistral-7B-Instruct-v0.2',
|
| 263 |
+
'offsetgroup': 'Mistral-7B-Instruct-v0.2',
|
| 264 |
+
'orientation': 'v',
|
| 265 |
+
'showlegend': True,
|
| 266 |
+
'textposition': 'auto',
|
| 267 |
+
'type': 'bar',
|
| 268 |
+
'x': array(['Mistral-7B-Instruct-v0.2'], dtype=object),
|
| 269 |
+
'xaxis': 'x',
|
| 270 |
+
'y': array([0.00202543]),
|
| 271 |
+
'yaxis': 'y'},
|
| 272 |
+
{'alignmentgroup': 'True',
|
| 273 |
+
'hovertemplate': 'Model=%{x}<br>Execution cost ($)=%{y}<extra></extra>',
|
| 274 |
+
'legendgroup': 'TinyLlama/TinyLlama-1.1B-Chat-v1.0',
|
| 275 |
+
'marker': {'color': '#B6E880', 'pattern': {'shape': ''}},
|
| 276 |
+
'name': 'TinyLlama/TinyLlama-1.1B-Chat-v1.0',
|
| 277 |
+
'offsetgroup': 'TinyLlama/TinyLlama-1.1B-Chat-v1.0',
|
| 278 |
+
'orientation': 'v',
|
| 279 |
+
'showlegend': True,
|
| 280 |
+
'textposition': 'auto',
|
| 281 |
+
'type': 'bar',
|
| 282 |
+
'x': array(['TinyLlama/TinyLlama-1.1B-Chat-v1.0'], dtype=object),
|
| 283 |
+
'xaxis': 'x',
|
| 284 |
+
'y': array([0.00046687]),
|
| 285 |
+
'yaxis': 'y'},
|
| 286 |
+
{'alignmentgroup': 'True',
|
| 287 |
+
'hovertemplate': 'Model=%{x}<br>Execution cost ($)=%{y}<extra></extra>',
|
| 288 |
+
'legendgroup': 'gemini-pro',
|
| 289 |
+
'marker': {'color': '#FF97FF', 'pattern': {'shape': ''}},
|
| 290 |
+
'name': 'gemini-pro',
|
| 291 |
+
'offsetgroup': 'gemini-pro',
|
| 292 |
+
'orientation': 'v',
|
| 293 |
+
'showlegend': True,
|
| 294 |
+
'textposition': 'auto',
|
| 295 |
+
'type': 'bar',
|
| 296 |
+
'x': array(['gemini-pro'], dtype=object),
|
| 297 |
+
'xaxis': 'x',
|
| 298 |
+
'y': array([0.005052]),
|
| 299 |
+
'yaxis': 'y'},
|
| 300 |
+
{'alignmentgroup': 'True',
|
| 301 |
+
'hovertemplate': 'Model=%{x}<br>Execution cost ($)=%{y}<extra></extra>',
|
| 302 |
+
'legendgroup': 'chat-bison (PaLM 2)',
|
| 303 |
+
'marker': {'color': '#FECB52', 'pattern': {'shape': ''}},
|
| 304 |
+
'name': 'chat-bison (PaLM 2)',
|
| 305 |
+
'offsetgroup': 'chat-bison (PaLM 2)',
|
| 306 |
+
'orientation': 'v',
|
| 307 |
+
'showlegend': True,
|
| 308 |
+
'textposition': 'auto',
|
| 309 |
+
'type': 'bar',
|
| 310 |
+
'x': array(['chat-bison (PaLM 2)'], dtype=object),
|
| 311 |
+
'xaxis': 'x',
|
| 312 |
+
'y': array([0.]),
|
| 313 |
+
'yaxis': 'y'},
|
| 314 |
+
{'alignmentgroup': 'True',
|
| 315 |
+
'hovertemplate': 'Model=%{x}<br>Execution cost ($)=%{y}<extra></extra>',
|
| 316 |
+
'legendgroup': 'chat-bison-32k (PaLM 2 32K)',
|
| 317 |
+
'marker': {'color': '#636efa', 'pattern': {'shape': ''}},
|
| 318 |
+
'name': 'chat-bison-32k (PaLM 2 32K)',
|
| 319 |
+
'offsetgroup': 'chat-bison-32k (PaLM 2 32K)',
|
| 320 |
+
'orientation': 'v',
|
| 321 |
+
'showlegend': True,
|
| 322 |
+
'textposition': 'auto',
|
| 323 |
+
'type': 'bar',
|
| 324 |
+
'x': array(['chat-bison-32k (PaLM 2 32K)'], dtype=object),
|
| 325 |
+
'xaxis': 'x',
|
| 326 |
+
'y': array([0.]),
|
| 327 |
+
'yaxis': 'y'}],
|
| 328 |
+
'layout': {'barmode': 'relative',
|
| 329 |
+
'legend': {'title': {'text': 'Model'}, 'tracegroupgap': 0},
|
| 330 |
+
'template': '...',
|
| 331 |
+
'title': {'text': 'Costs of execution of 39 test queries per model'},
|
| 332 |
+
'xaxis': {'anchor': 'y', 'domain': [0.0, 1.0], 'title': {'text': 'Model'}},
|
| 333 |
+
'yaxis': {'anchor': 'x', 'domain': [0.0, 1.0], 'title': {'text': 'Execution cost ($)'}}}
|
| 334 |
+
})",Costs of execution of 39 test queries per model,Note that some providers bill by token count and some by execution time. In the second case we used averaged pausing and resuming time to calculate the cost and assumed that all queries have been done in one session. Also note that for now the Gemini-Pro model is free for under 60 queries per minute.,"{""data"":[{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution cost ($)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""gpt-3.5-turbo"",""marker"":{""color"":""#636efa"",""pattern"":{""shape"":""""}},""name"":""gpt-3.5-turbo"",""offsetgroup"":""gpt-3.5-turbo"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""gpt-3.5-turbo"",""gpt-3.5-turbo""],""xaxis"":""x"",""y"":[0.020994000000000002,0.020994000000000002],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution cost ($)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""gpt-4-turbo"",""marker"":{""color"":""#EF553B"",""pattern"":{""shape"":""""}},""name"":""gpt-4-turbo"",""offsetgroup"":""gpt-4-turbo"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""gpt-4-turbo""],""xaxis"":""x"",""y"":[0.029670000000000002],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution cost ($)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""gpt-4"",""marker"":{""color"":""#00cc96"",""pattern"":{""shape"":""""}},""name"":""gpt-4"",""offsetgroup"":""gpt-4"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""gpt-4""],""xaxis"":""x"",""y"":[0.07839],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution cost ($)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""llama-2-70b-chat"",""marker"":{""color"":""#ab63fa"",""pattern"":{""shape"":""""}},""name"":""llama-2-70b-chat"",""offsetgroup"":""llama-2-70b-chat"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""llama-2-70b-chat""],""xaxis"":""x"",""y"":[0.0039636],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution cost ($)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""Mixtral-8x7B-Instruct-v0.1"",""marker"":{""color"":""#FFA15A"",""pattern"":{""shape"":""""}},""name"":""Mixtral-8x7B-Instruct-v0.1"",""offsetgroup"":""Mixtral-8x7B-Instruct-v0.1"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""Mixtral-8x7B-Instruct-v0.1""],""xaxis"":""x"",""y"":[0.016152299999999998],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution cost ($)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""zephyr-7b-beta"",""marker"":{""color"":""#19d3f3"",""pattern"":{""shape"":""""}},""name"":""zephyr-7b-beta"",""offsetgroup"":""zephyr-7b-beta"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""zephyr-7b-beta""],""xaxis"":""x"",""y"":[0.005502075092660056],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution cost ($)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""Mistral-7B-Instruct-v0.2"",""marker"":{""color"":""#FF6692"",""pattern"":{""shape"":""""}},""name"":""Mistral-7B-Instruct-v0.2"",""offsetgroup"":""Mistral-7B-Instruct-v0.2"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""Mistral-7B-Instruct-v0.2""],""xaxis"":""x"",""y"":[0.002025430454148187],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution cost ($)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""TinyLlama\u002fTinyLlama-1.1B-Chat-v1.0"",""marker"":{""color"":""#B6E880"",""pattern"":{""shape"":""""}},""name"":""TinyLlama\u002fTinyLlama-1.1B-Chat-v1.0"",""offsetgroup"":""TinyLlama\u002fTinyLlama-1.1B-Chat-v1.0"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""TinyLlama\u002fTinyLlama-1.1B-Chat-v1.0""],""xaxis"":""x"",""y"":[0.0004668651938438415],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution cost ($)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""gemini-pro"",""marker"":{""color"":""#FF97FF"",""pattern"":{""shape"":""""}},""name"":""gemini-pro"",""offsetgroup"":""gemini-pro"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""gemini-pro""],""xaxis"":""x"",""y"":[0.005052],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution cost ($)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""chat-bison (PaLM 2)"",""marker"":{""color"":""#FECB52"",""pattern"":{""shape"":""""}},""name"":""chat-bison (PaLM 2)"",""offsetgroup"":""chat-bison (PaLM 2)"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""chat-bison (PaLM 2)""],""xaxis"":""x"",""y"":[0.0],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eExecution cost ($)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""chat-bison-32k (PaLM 2 32K)"",""marker"":{""color"":""#636efa"",""pattern"":{""shape"":""""}},""name"":""chat-bison-32k (PaLM 2 32K)"",""offsetgroup"":""chat-bison-32k (PaLM 2 32K)"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""chat-bison-32k (PaLM 2 32K)""],""xaxis"":""x"",""y"":[0.0],""yaxis"":""y"",""type"":""bar""}],""layout"":{""template"":{""data"":{""histogram2dcontour"":[{""type"":""histogram2dcontour"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""choropleth"":[{""type"":""choropleth"",""colorbar"":{""outlinewidth"":0,""ticks"":""""}}],""histogram2d"":[{""type"":""histogram2d"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""heatmap"":[{""type"":""heatmap"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""heatmapgl"":[{""type"":""heatmapgl"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""contourcarpet"":[{""type"":""contourcarpet"",""colorbar"":{""outlinewidth"":0,""ticks"":""""}}],""contour"":[{""type"":""contour"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""surface"":[{""type"":""surface"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""mesh3d"":[{""type"":""mesh3d"",""colorbar"":{""outlinewidth"":0,""ticks"":""""}}],""scatter"":[{""fillpattern"":{""fillmode"":""overlay"",""size"":10,""solidity"":0.2},""type"":""scatter""}],""parcoords"":[{""type"":""parcoords"",""line"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scatterpolargl"":[{""type"":""scatterpolargl"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""bar"":[{""error_x"":{""color"":""#2a3f5f""},""error_y"":{""color"":""#2a3f5f""},""marker"":{""line"":{""color"":""#E5ECF6"",""width"":0.5},""pattern"":{""fillmode"":""overlay"",""size"":10,""solidity"":0.2}},""type"":""bar""}],""scattergeo"":[{""type"":""scattergeo"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scatterpolar"":[{""type"":""scatterpolar"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""histogram"":[{""marker"":{""pattern"":{""fillmode"":""overlay"",""size"":10,""solidity"":0.2}},""type"":""histogram""}],""scattergl"":[{""type"":""scattergl"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scatter3d"":[{""type"":""scatter3d"",""line"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}},""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scattermapbox"":[{""type"":""scattermapbox"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scatterternary"":[{""type"":""scatterternary"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scattercarpet"":[{""type"":""scattercarpet"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""carpet"":[{""aaxis"":{""endlinecolor"":""#2a3f5f"",""gridcolor"":""white"",""linecolor"":""white"",""minorgridcolor"":""white"",""startlinecolor"":""#2a3f5f""},""baxis"":{""endlinecolor"":""#2a3f5f"",""gridcolor"":""white"",""linecolor"":""white"",""minorgridcolor"":""white"",""startlinecolor"":""#2a3f5f""},""type"":""carpet""}],""table"":[{""cells"":{""fill"":{""color"":""#EBF0F8""},""line"":{""color"":""white""}},""header"":{""fill"":{""color"":""#C8D4E3""},""line"":{""color"":""white""}},""type"":""table""}],""barpolar"":[{""marker"":{""line"":{""color"":""#E5ECF6"",""width"":0.5},""pattern"":{""fillmode"":""overlay"",""size"":10,""solidity"":0.2}},""type"":""barpolar""}],""pie"":[{""automargin"":true,""type"":""pie""}]},""layout"":{""autotypenumbers"":""strict"",""colorway"":[""#636efa"",""#EF553B"",""#00cc96"",""#ab63fa"",""#FFA15A"",""#19d3f3"",""#FF6692"",""#B6E880"",""#FF97FF"",""#FECB52""],""font"":{""color"":""#2a3f5f""},""hovermode"":""closest"",""hoverlabel"":{""align"":""left""},""paper_bgcolor"":""white"",""plot_bgcolor"":""#E5ECF6"",""polar"":{""bgcolor"":""#E5ECF6"",""angularaxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":""""},""radialaxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":""""}},""ternary"":{""bgcolor"":""#E5ECF6"",""aaxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":""""},""baxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":""""},""caxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":""""}},""coloraxis"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}},""colorscale"":{""sequential"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]],""sequentialminus"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]],""diverging"":[[0,""#8e0152""],[0.1,""#c51b7d""],[0.2,""#de77ae""],[0.3,""#f1b6da""],[0.4,""#fde0ef""],[0.5,""#f7f7f7""],[0.6,""#e6f5d0""],[0.7,""#b8e186""],[0.8,""#7fbc41""],[0.9,""#4d9221""],[1,""#276419""]]},""xaxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":"""",""title"":{""standoff"":15},""zerolinecolor"":""white"",""automargin"":true,""zerolinewidth"":2},""yaxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":"""",""title"":{""standoff"":15},""zerolinecolor"":""white"",""automargin"":true,""zerolinewidth"":2},""scene"":{""xaxis"":{""backgroundcolor"":""#E5ECF6"",""gridcolor"":""white"",""linecolor"":""white"",""showbackground"":true,""ticks"":"""",""zerolinecolor"":""white"",""gridwidth"":2},""yaxis"":{""backgroundcolor"":""#E5ECF6"",""gridcolor"":""white"",""linecolor"":""white"",""showbackground"":true,""ticks"":"""",""zerolinecolor"":""white"",""gridwidth"":2},""zaxis"":{""backgroundcolor"":""#E5ECF6"",""gridcolor"":""white"",""linecolor"":""white"",""showbackground"":true,""ticks"":"""",""zerolinecolor"":""white"",""gridwidth"":2}},""shapedefaults"":{""line"":{""color"":""#2a3f5f""}},""annotationdefaults"":{""arrowcolor"":""#2a3f5f"",""arrowhead"":0,""arrowwidth"":1},""geo"":{""bgcolor"":""white"",""landcolor"":""#E5ECF6"",""subunitcolor"":""white"",""showland"":true,""showlakes"":true,""lakecolor"":""white""},""title"":{""x"":0.05},""mapbox"":{""style"":""light""}}},""xaxis"":{""anchor"":""y"",""domain"":[0.0,1.0],""title"":{""text"":""Model""}},""yaxis"":{""anchor"":""x"",""domain"":[0.0,1.0],""title"":{""text"":""Execution cost ($)""}},""legend"":{""title"":{""text"":""Model""},""tracegroupgap"":0},""title"":{""text"":""Costs of execution of 39 test queries per model""},""barmode"":""relative""}}"
|
| 335 |
+
./html/plots/model_sizes.html,"Figure({
|
| 336 |
+
'data': [{'alignmentgroup': 'True',
|
| 337 |
+
'hovertemplate': 'Model=%{x}<br>Model size (B params)=%{y}<extra></extra>',
|
| 338 |
+
'legendgroup': 'Mixtral-8x7B-Instruct-v0.1',
|
| 339 |
+
'marker': {'color': '#636efa', 'pattern': {'shape': ''}},
|
| 340 |
+
'name': 'Mixtral-8x7B-Instruct-v0.1',
|
| 341 |
+
'offsetgroup': 'Mixtral-8x7B-Instruct-v0.1',
|
| 342 |
+
'orientation': 'v',
|
| 343 |
+
'showlegend': True,
|
| 344 |
+
'textposition': 'auto',
|
| 345 |
+
'type': 'bar',
|
| 346 |
+
'x': array(['Mixtral-8x7B-Instruct-v0.1'], dtype=object),
|
| 347 |
+
'xaxis': 'x',
|
| 348 |
+
'y': array([56.]),
|
| 349 |
+
'yaxis': 'y'},
|
| 350 |
+
{'alignmentgroup': 'True',
|
| 351 |
+
'hovertemplate': 'Model=%{x}<br>Model size (B params)=%{y}<extra></extra>',
|
| 352 |
+
'legendgroup': 'zephyr-7b-beta',
|
| 353 |
+
'marker': {'color': '#EF553B', 'pattern': {'shape': ''}},
|
| 354 |
+
'name': 'zephyr-7b-beta',
|
| 355 |
+
'offsetgroup': 'zephyr-7b-beta',
|
| 356 |
+
'orientation': 'v',
|
| 357 |
+
'showlegend': True,
|
| 358 |
+
'textposition': 'auto',
|
| 359 |
+
'type': 'bar',
|
| 360 |
+
'x': array(['zephyr-7b-beta'], dtype=object),
|
| 361 |
+
'xaxis': 'x',
|
| 362 |
+
'y': array([7.]),
|
| 363 |
+
'yaxis': 'y'},
|
| 364 |
+
{'alignmentgroup': 'True',
|
| 365 |
+
'hovertemplate': 'Model=%{x}<br>Model size (B params)=%{y}<extra></extra>',
|
| 366 |
+
'legendgroup': 'Mistral-7B-Instruct-v0.2',
|
| 367 |
+
'marker': {'color': '#00cc96', 'pattern': {'shape': ''}},
|
| 368 |
+
'name': 'Mistral-7B-Instruct-v0.2',
|
| 369 |
+
'offsetgroup': 'Mistral-7B-Instruct-v0.2',
|
| 370 |
+
'orientation': 'v',
|
| 371 |
+
'showlegend': True,
|
| 372 |
+
'textposition': 'auto',
|
| 373 |
+
'type': 'bar',
|
| 374 |
+
'x': array(['Mistral-7B-Instruct-v0.2'], dtype=object),
|
| 375 |
+
'xaxis': 'x',
|
| 376 |
+
'y': array([7.]),
|
| 377 |
+
'yaxis': 'y'},
|
| 378 |
+
{'alignmentgroup': 'True',
|
| 379 |
+
'hovertemplate': 'Model=%{x}<br>Model size (B params)=%{y}<extra></extra>',
|
| 380 |
+
'legendgroup': 'TinyLlama/TinyLlama-1.1B-Chat-v1.0',
|
| 381 |
+
'marker': {'color': '#ab63fa', 'pattern': {'shape': ''}},
|
| 382 |
+
'name': 'TinyLlama/TinyLlama-1.1B-Chat-v1.0',
|
| 383 |
+
'offsetgroup': 'TinyLlama/TinyLlama-1.1B-Chat-v1.0',
|
| 384 |
+
'orientation': 'v',
|
| 385 |
+
'showlegend': True,
|
| 386 |
+
'textposition': 'auto',
|
| 387 |
+
'type': 'bar',
|
| 388 |
+
'x': array(['TinyLlama/TinyLlama-1.1B-Chat-v1.0'], dtype=object),
|
| 389 |
+
'xaxis': 'x',
|
| 390 |
+
'y': array([1.1]),
|
| 391 |
+
'yaxis': 'y'}],
|
| 392 |
+
'layout': {'barmode': 'relative',
|
| 393 |
+
'legend': {'title': {'text': 'Model'}, 'tracegroupgap': 0},
|
| 394 |
+
'template': '...',
|
| 395 |
+
'title': {'text': 'Model sizes in billions of parameters'},
|
| 396 |
+
'xaxis': {'anchor': 'y', 'domain': [0.0, 1.0], 'title': {'text': 'Model'}},
|
| 397 |
+
'yaxis': {'anchor': 'x', 'domain': [0.0, 1.0], 'title': {'text': 'Model size (B params)'}}}
|
| 398 |
+
})",Model sizes in billions of parameters,Note that some models have undisclosed sizes.,"{""data"":[{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eModel size (B params)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""Mixtral-8x7B-Instruct-v0.1"",""marker"":{""color"":""#636efa"",""pattern"":{""shape"":""""}},""name"":""Mixtral-8x7B-Instruct-v0.1"",""offsetgroup"":""Mixtral-8x7B-Instruct-v0.1"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""Mixtral-8x7B-Instruct-v0.1""],""xaxis"":""x"",""y"":[56.0],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eModel size (B params)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""zephyr-7b-beta"",""marker"":{""color"":""#EF553B"",""pattern"":{""shape"":""""}},""name"":""zephyr-7b-beta"",""offsetgroup"":""zephyr-7b-beta"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""zephyr-7b-beta""],""xaxis"":""x"",""y"":[7.0],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eModel size (B params)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""Mistral-7B-Instruct-v0.2"",""marker"":{""color"":""#00cc96"",""pattern"":{""shape"":""""}},""name"":""Mistral-7B-Instruct-v0.2"",""offsetgroup"":""Mistral-7B-Instruct-v0.2"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""Mistral-7B-Instruct-v0.2""],""xaxis"":""x"",""y"":[7.0],""yaxis"":""y"",""type"":""bar""},{""alignmentgroup"":""True"",""hovertemplate"":""Model=%{x}\u003cbr\u003eModel size (B params)=%{y}\u003cextra\u003e\u003c\u002fextra\u003e"",""legendgroup"":""TinyLlama\u002fTinyLlama-1.1B-Chat-v1.0"",""marker"":{""color"":""#ab63fa"",""pattern"":{""shape"":""""}},""name"":""TinyLlama\u002fTinyLlama-1.1B-Chat-v1.0"",""offsetgroup"":""TinyLlama\u002fTinyLlama-1.1B-Chat-v1.0"",""orientation"":""v"",""showlegend"":true,""textposition"":""auto"",""x"":[""TinyLlama\u002fTinyLlama-1.1B-Chat-v1.0""],""xaxis"":""x"",""y"":[1.1],""yaxis"":""y"",""type"":""bar""}],""layout"":{""template"":{""data"":{""histogram2dcontour"":[{""type"":""histogram2dcontour"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""choropleth"":[{""type"":""choropleth"",""colorbar"":{""outlinewidth"":0,""ticks"":""""}}],""histogram2d"":[{""type"":""histogram2d"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""heatmap"":[{""type"":""heatmap"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""heatmapgl"":[{""type"":""heatmapgl"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""contourcarpet"":[{""type"":""contourcarpet"",""colorbar"":{""outlinewidth"":0,""ticks"":""""}}],""contour"":[{""type"":""contour"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""surface"":[{""type"":""surface"",""colorbar"":{""outlinewidth"":0,""ticks"":""""},""colorscale"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]]}],""mesh3d"":[{""type"":""mesh3d"",""colorbar"":{""outlinewidth"":0,""ticks"":""""}}],""scatter"":[{""fillpattern"":{""fillmode"":""overlay"",""size"":10,""solidity"":0.2},""type"":""scatter""}],""parcoords"":[{""type"":""parcoords"",""line"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scatterpolargl"":[{""type"":""scatterpolargl"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""bar"":[{""error_x"":{""color"":""#2a3f5f""},""error_y"":{""color"":""#2a3f5f""},""marker"":{""line"":{""color"":""#E5ECF6"",""width"":0.5},""pattern"":{""fillmode"":""overlay"",""size"":10,""solidity"":0.2}},""type"":""bar""}],""scattergeo"":[{""type"":""scattergeo"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scatterpolar"":[{""type"":""scatterpolar"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""histogram"":[{""marker"":{""pattern"":{""fillmode"":""overlay"",""size"":10,""solidity"":0.2}},""type"":""histogram""}],""scattergl"":[{""type"":""scattergl"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scatter3d"":[{""type"":""scatter3d"",""line"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}},""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scattermapbox"":[{""type"":""scattermapbox"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scatterternary"":[{""type"":""scatterternary"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""scattercarpet"":[{""type"":""scattercarpet"",""marker"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}}}],""carpet"":[{""aaxis"":{""endlinecolor"":""#2a3f5f"",""gridcolor"":""white"",""linecolor"":""white"",""minorgridcolor"":""white"",""startlinecolor"":""#2a3f5f""},""baxis"":{""endlinecolor"":""#2a3f5f"",""gridcolor"":""white"",""linecolor"":""white"",""minorgridcolor"":""white"",""startlinecolor"":""#2a3f5f""},""type"":""carpet""}],""table"":[{""cells"":{""fill"":{""color"":""#EBF0F8""},""line"":{""color"":""white""}},""header"":{""fill"":{""color"":""#C8D4E3""},""line"":{""color"":""white""}},""type"":""table""}],""barpolar"":[{""marker"":{""line"":{""color"":""#E5ECF6"",""width"":0.5},""pattern"":{""fillmode"":""overlay"",""size"":10,""solidity"":0.2}},""type"":""barpolar""}],""pie"":[{""automargin"":true,""type"":""pie""}]},""layout"":{""autotypenumbers"":""strict"",""colorway"":[""#636efa"",""#EF553B"",""#00cc96"",""#ab63fa"",""#FFA15A"",""#19d3f3"",""#FF6692"",""#B6E880"",""#FF97FF"",""#FECB52""],""font"":{""color"":""#2a3f5f""},""hovermode"":""closest"",""hoverlabel"":{""align"":""left""},""paper_bgcolor"":""white"",""plot_bgcolor"":""#E5ECF6"",""polar"":{""bgcolor"":""#E5ECF6"",""angularaxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":""""},""radialaxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":""""}},""ternary"":{""bgcolor"":""#E5ECF6"",""aaxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":""""},""baxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":""""},""caxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":""""}},""coloraxis"":{""colorbar"":{""outlinewidth"":0,""ticks"":""""}},""colorscale"":{""sequential"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]],""sequentialminus"":[[0.0,""#0d0887""],[0.1111111111111111,""#46039f""],[0.2222222222222222,""#7201a8""],[0.3333333333333333,""#9c179e""],[0.4444444444444444,""#bd3786""],[0.5555555555555556,""#d8576b""],[0.6666666666666666,""#ed7953""],[0.7777777777777778,""#fb9f3a""],[0.8888888888888888,""#fdca26""],[1.0,""#f0f921""]],""diverging"":[[0,""#8e0152""],[0.1,""#c51b7d""],[0.2,""#de77ae""],[0.3,""#f1b6da""],[0.4,""#fde0ef""],[0.5,""#f7f7f7""],[0.6,""#e6f5d0""],[0.7,""#b8e186""],[0.8,""#7fbc41""],[0.9,""#4d9221""],[1,""#276419""]]},""xaxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":"""",""title"":{""standoff"":15},""zerolinecolor"":""white"",""automargin"":true,""zerolinewidth"":2},""yaxis"":{""gridcolor"":""white"",""linecolor"":""white"",""ticks"":"""",""title"":{""standoff"":15},""zerolinecolor"":""white"",""automargin"":true,""zerolinewidth"":2},""scene"":{""xaxis"":{""backgroundcolor"":""#E5ECF6"",""gridcolor"":""white"",""linecolor"":""white"",""showbackground"":true,""ticks"":"""",""zerolinecolor"":""white"",""gridwidth"":2},""yaxis"":{""backgroundcolor"":""#E5ECF6"",""gridcolor"":""white"",""linecolor"":""white"",""showbackground"":true,""ticks"":"""",""zerolinecolor"":""white"",""gridwidth"":2},""zaxis"":{""backgroundcolor"":""#E5ECF6"",""gridcolor"":""white"",""linecolor"":""white"",""showbackground"":true,""ticks"":"""",""zerolinecolor"":""white"",""gridwidth"":2}},""shapedefaults"":{""line"":{""color"":""#2a3f5f""}},""annotationdefaults"":{""arrowcolor"":""#2a3f5f"",""arrowhead"":0,""arrowwidth"":1},""geo"":{""bgcolor"":""white"",""landcolor"":""#E5ECF6"",""subunitcolor"":""white"",""showland"":true,""showlakes"":true,""lakecolor"":""white""},""title"":{""x"":0.05},""mapbox"":{""style"":""light""}}},""xaxis"":{""anchor"":""y"",""domain"":[0.0,1.0],""title"":{""text"":""Model""}},""yaxis"":{""anchor"":""x"",""domain"":[0.0,1.0],""title"":{""text"":""Model size (B params)""}},""legend"":{""title"":{""text"":""Model""},""tracegroupgap"":0},""title"":{""text"":""Model sizes in billions of parameters""},""barmode"":""relative""}}"
|
pipeline/config.py
CHANGED
|
@@ -55,9 +55,9 @@ class TimeOfDayComparisonConfig(Config):
|
|
| 55 |
class GeneralPlotConfig(Config):
|
| 56 |
plots_dir: str = "./html/plots/"
|
| 57 |
saving_path: str = "data/"
|
| 58 |
-
|
| 59 |
-
|
|
|
|
| 60 |
seconds_per_token: float = 184 / 6
|
| 61 |
input_size: int = 100
|
| 62 |
expected_output_size: int = 50
|
| 63 |
-
queries: int = 1000
|
|
|
|
| 55 |
class GeneralPlotConfig(Config):
|
| 56 |
plots_dir: str = "./html/plots/"
|
| 57 |
saving_path: str = "data/"
|
| 58 |
+
# turned out cleanup/startup time for now
|
| 59 |
+
endpoint_startup_time_minutes: int = 0
|
| 60 |
+
endpoint_cleanup_time_minutes: int = 0
|
| 61 |
seconds_per_token: float = 184 / 6
|
| 62 |
input_size: int = 100
|
| 63 |
expected_output_size: int = 50
|
|
|
pipeline/models.py
CHANGED
|
@@ -123,7 +123,7 @@ MODELS = [
|
|
| 123 |
cost_per_million_output_tokens=0.5,
|
| 124 |
),
|
| 125 |
Model(
|
| 126 |
-
"chat-bison",
|
| 127 |
"chat-bison",
|
| 128 |
None,
|
| 129 |
"Google VertexAI",
|
|
@@ -132,7 +132,7 @@ MODELS = [
|
|
| 132 |
cost_per_million_output_tokens=0.5,
|
| 133 |
),
|
| 134 |
Model(
|
| 135 |
-
"chat-bison-32k",
|
| 136 |
"chat-bison-32k",
|
| 137 |
None,
|
| 138 |
"Google VertexAI",
|
|
|
|
| 123 |
cost_per_million_output_tokens=0.5,
|
| 124 |
),
|
| 125 |
Model(
|
| 126 |
+
"chat-bison (PaLM 2)",
|
| 127 |
"chat-bison",
|
| 128 |
None,
|
| 129 |
"Google VertexAI",
|
|
|
|
| 132 |
cost_per_million_output_tokens=0.5,
|
| 133 |
),
|
| 134 |
Model(
|
| 135 |
+
"chat-bison-32k (PaLM 2 32K)",
|
| 136 |
"chat-bison-32k",
|
| 137 |
None,
|
| 138 |
"Google VertexAI",
|