[FIX] Increase max wait time to catch ReadTimeout exception

[AzulGarza]

By default, our client uses 60 seconds as timeout. Before this PR max_wait_time=60, which couldn't catch ReadTimeout correctly.
To fix this, this PR sets max_wait_time=360. A test reflecting this behavior was included.

[review-notebook-app]

Check out this pull request on 

See visual diffs & provide feedback on Jupyter Notebooks.

---

Powered by ReviewNB

[github-actions]

Experiment 1: air-passengers

Description:

variable	experiment
h	12
season_length	12
freq	MS
level	None
n_windows	1

Results:

metric	TimeGPT	SeasonalNaive	Naive
mae	12.6793	47.8333	76
mape	0.027	0.0999	0.1425
mse	213.936	2571.33	10604.2
total_time	6.6559	6.6026	0.5965

Plot:

Experiment 2: air-passengers

Description:

variable	experiment
h	24
season_length	12
freq	MS
level	None
n_windows	1

Results:

metric	TimeGPT	SeasonalNaive	Naive
mae	58.1031	71.25	115.25
mape	0.1257	0.1552	0.2358
mse	4040.21	5928.17	18859.2
total_time	9.2003	0.0058	0.0054

Plot:

Experiment 3: electricity-multiple-series

Description:

variable	experiment
h	24
season_length	24
freq	H
level	None
n_windows	1

Results:

metric	TimeGPT	SeasonalNaive	Naive
mae	4.8617	5.6289	5.2381
mape	0.6816	0.7654	0.6328
mse	40.5749	63.023	50.8454
total_time	2.2065	0.0127	0.0123

Plot:

Experiment 4: electricity-multiple-series

Description:

variable	experiment
h	168
season_length	24
freq	H
level	None
n_windows	1

Results:

metric	TimeGPT	SeasonalNaive	Naive
mae	8.3102	9.3176	12.6464
mape	1.382	1.0786	1.4208
mse	165.13	202.596	336.086
total_time	3.3838	0.0143	0.0142

Plot:

Experiment 5: electricity-multiple-series-with-ex-vars

Description:

variable	experiment
h	24
season_length	24
freq	H
level	None
n_windows	1

Results:

metric	TimeGPT	SeasonalNaive	Naive
mae	5.5206	5.6289	5.2381
mape	0.4674	0.7654	0.6328
mse	40.9623	63.023	50.8454
total_time	4.7237	0.6617	0.4012

Plot:

Experiment 6: electricity-multiple-series-with-ex-vars

Description:

variable	experiment
h	168
season_length	24
freq	H
level	None
n_windows	1

Results:

metric	TimeGPT	SeasonalNaive	Naive
mae	7.5605	9.3176	12.6464
mape	1.371	1.0786	1.4208
mse	135.78	202.596	336.086
total_time	6.3015	0.0171	0.0165

Plot: