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22_23-J 21
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22_23-J 21
22_23-J 21
Commits
dd57c792
Commit
dd57c792
authored
May 12, 2023
by
Karunarathna K.M.D.Y.K
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Merge branch 'IT19975382' into 'master'
Added ml providers See merge request
!13
parents
449891f4
7403185a
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FrontEnd/lib/providers/ml_provider.dart
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dd57c792
import
'package:flutter/material.dart'
;
import
'package:govimithura/models/chat_response.dart'
;
import
'package:govimithura/models/climate_parameter.dart'
;
import
'package:govimithura/models/crop_request_model.dart'
;
import
'package:govimithura/models/error_model.dart'
;
import
'package:govimithura/providers/img_util_provider.dart'
;
import
'package:govimithura/services/ml_service.dart'
;
import
'package:govimithura/utils/utils.dart'
;
import
'../models/entity_model.dart'
;
class
MLProvider
extends
ChangeNotifier
{
ImageUtilProvider
?
pImage
;
List
<
ChatResponse
>
chatResponses
=
[];
String
messageText
=
""
;
String
nearestDistrict
=
''
;
double
ph
=
0
;
String
soilType
=
''
;
List
<
ClimateParameter
>
climateParameters
=
[];
String
bestCrop
=
''
;
MLProvider
({
this
.
pImage
});
Future
<
int
>
predictLeaf
(
BuildContext
context
)
async
{
if
(
pImage
?.
imagePath
!=
null
)
{
int
?
response
=
await
MLService
.
predictLeaf
(
pImage
?.
imagePath
??
''
).
then
(
(
value
)
{
if
(
value
==
null
)
{
Utils
.
showSnackBar
(
context
,
ErrorModel
.
errorMessage
);
}
else
{
return
value
;
}
return
null
;
},
);
debugPrint
(
response
.
toString
());
return
response
??
0
;
}
return
0
;
}
Future
<
int
>
predictDisease
(
BuildContext
context
,
int
leafId
)
async
{
if
(
pImage
?.
imagePath
!=
null
)
{
int
?
response
=
await
MLService
.
predictDisease
(
pImage
?.
imagePath
??
''
,
leafId
).
then
(
(
value
)
{
if
(
value
==
null
)
{
Utils
.
showSnackBar
(
context
,
ErrorModel
.
errorMessage
);
}
else
{
return
value
;
}
return
null
;
},
);
return
response
??
0
;
}
return
0
;
}
Future
<
String
>
predictSoil
(
BuildContext
context
)
async
{
if
(
pImage
?.
imagePath
!=
null
)
{
String
?
response
=
await
MLService
.
predictSoil
(
pImage
?.
imagePath
??
''
).
then
(
(
value
)
{
if
(
value
==
null
)
{
Utils
.
showSnackBar
(
context
,
ErrorModel
.
errorMessage
);
return
null
;
}
else
{
List
<
EntityModel
>
soilTypes
=
[
EntityModel
(
id:
0
,
description:
"dry"
),
EntityModel
(
id:
1
,
description:
"intermediate"
),
EntityModel
(
id:
2
,
description:
"highWater"
),
];
soilType
=
soilTypes
.
firstWhere
((
element
)
=>
element
.
id
==
value
)
.
description
;
return
soilType
;
}
},
);
soilType
=
response
??
''
;
return
soilType
;
}
else
{
ErrorModel
.
errorMessage
=
"Please choose an image"
;
Utils
.
showSnackBar
(
context
,
"Please choose an image"
);
return
''
;
}
}
Future
<
String
>
predictCrop
(
BuildContext
context
)
async
{
String
response
=
''
;
CropRequestModel
cropRequestModel
=
CropRequestModel
();
cropRequestModel
.
soilType
=
soilType
;
cropRequestModel
.
district
=
nearestDistrict
;
cropRequestModel
.
ph
=
ph
;
if
(
climateParameters
.
isNotEmpty
)
{
cropRequestModel
.
eveporation
=
climateParameters
[
0
].
y
;
cropRequestModel
.
humidity
=
climateParameters
[
1
].
y
;
cropRequestModel
.
rainfall
=
climateParameters
[
2
].
y
;
cropRequestModel
.
temperature
=
climateParameters
[
3
].
y
;
response
=
await
MLService
.
predictCrop
(
cropRequestModel
).
then
(
(
value
)
{
if
(
value
==
null
)
{
Utils
.
showSnackBar
(
context
,
ErrorModel
.
errorMessage
);
return
''
;
}
else
{
return
value
;
}
},
);
}
setBestCrop
(
response
);
return
response
;
}
Future
<
List
<
ClimateParameter
>>
getForecast
(
BuildContext
context
)
async
{
List
<
ClimateParameter
>
response
=
[];
if
(
nearestDistrict
.
isNotEmpty
)
{
return
await
MLService
.
getForecast
(
nearestDistrict
).
then
((
forecast
)
{
if
(
forecast
!=
null
)
{
climateParameters
=
forecast
;
return
climateParameters
;
}
else
{
// ignore: use_build_context_synchronously
Utils
.
showSnackBar
(
context
,
ErrorModel
.
errorMessage
);
return
[];
}
});
}
else
{
return
response
;
}
}
Future
<
int
>
predictInsect
(
BuildContext
context
)
async
{
if
(
pImage
?.
imagePath
!=
null
)
{
int
?
response
=
await
MLService
.
predictInsect
(
pImage
?.
imagePath
??
''
).
then
(
(
value
)
{
if
(
value
==
null
)
{
Utils
.
showSnackBar
(
context
,
ErrorModel
.
errorMessage
);
}
else
{
return
value
;
}
return
null
;
},
);
return
response
??
0
;
}
else
{
ErrorModel
.
errorMessage
=
"Please choose an image"
;
Utils
.
showSnackBar
(
context
,
ErrorModel
.
errorMessage
);
}
return
0
;
}
Future
replyChat
()
async
{
ChatResponse
request
=
ChatResponse
(
isResponse:
false
);
request
.
message
=
messageText
;
chatResponses
.
add
(
request
);
notifyListeners
();
await
Future
.
delayed
(
const
Duration
(
milliseconds:
500
));
chatResponses
.
add
(
ChatResponse
(
status:
ChatStatus
.
typing
,
message:
"Typing..."
),
);
notifyListeners
();
await
MLService
.
replyChat
(
request
.
message
).
then
(
(
value
)
{
ChatResponse
response
=
ChatResponse
();
if
(
value
==
null
)
{
response
.
status
=
ChatStatus
.
error
;
}
else
{
response
.
message
=
value
;
}
chatResponses
.
removeLast
();
chatResponses
.
add
(
response
);
debugPrint
(
"
${response.status}
${response.message}
"
);
notifyListeners
();
},
);
}
setMessgeText
(
String
message
)
{
messageText
=
message
;
notifyListeners
();
}
setNearestDistrict
(
String
district
)
{
nearestDistrict
=
district
[
0
].
toUpperCase
()
+
district
.
substring
(
1
);
}
setBestCrop
(
String
bestCrop
)
async
{
this
.
bestCrop
=
bestCrop
;
}
setPHValue
(
double
ph
)
{
this
.
ph
=
ph
;
}
}
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