messages listlengths 3 3 |
|---|
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi ndingatani ngati ndilibe ndalama zogulira feteleza?"
},
{
"role": "assista... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi ndiyenera kuyendera munda kangati?"
},
{
"role": "assistant",
"content... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Chimanga changa chikukula pang'onopang'ono, ndichite chiyani?"
},
{
"role": "as... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi ndingatani kuti ndichepetse kuwonongeka chifukwa cha nyengo?"
},
{
"role":... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi ndingatani ngati nthaka yanga ili ndi miyala yambiri?"
},
{
"role": "assis... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi ndingateteze bwanji chimanga ku mbewa?"
},
{
"role": "assistant",
"con... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi ndingatani kuti ndikhale ndi zokolola zambiri?"
},
{
"role": "assistant",
... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi ndingawonjezere bwanji zokolola za chimanga?"
},
{
"role": "assistant",
... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi ndingatani kuti ndichepetse matenda a mizu?"
},
{
"role": "assistant",
... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi ndingatani ngati chimanga chili chofooka?"
},
{
"role": "assistant",
"... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi ndiyenera kulima kangati musanabzale?"
},
{
"role": "assistant",
"cont... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi ndingatani kuti ndikonze bwino munda wanga chaka chonse?"
},
{
"role": "as... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi ndingabzale chimanga nthawi ya chilimwe?"
},
{
"role": "assistant",
"c... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi ndingatani kuti ndikhale ndi nthaka yabwino nthawi zonse?"
},
{
"role": "a... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi ndingatani kuti ndikonze ulimi wanga chaka chonse?"
},
{
"role": "assistan... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi ndingadziwe bwanji kuti chimanga chakhwima?"
},
{
"role": "assistant",
... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi ndingatani kuti ndikhale ndi chitetezo cha chakudya kunyumba?"
},
{
"role"... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi ndingadziwe bwanji kuti feteleza wakwana?"
},
{
"role": "assistant",
"... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi ndingatani ngati chimanga changa chikuwonongeka ndi matenda a tsinde?"
},
{
... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi ndingakolole liti chimanga?"
},
{
"role": "assistant",
"content": "Kol... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi spacing ya chimanga iyenera kukhala bwanji?"
},
{
"role": "assistant",
... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi ndingasunge bwanji mbeu ya chimanga chotsatira?"
},
{
"role": "assistant",... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi ndingatani kuti ndikonze mbeu zisanabzalidwe?"
},
{
"role": "assistant",
... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi chimanga chimafunika madzi ochuluka bwanji?"
},
{
"role": "assistant",
... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi ndingachite chiyani kuti nthaka isunge chinyezi?"
},
{
"role": "assistant"... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi ndingapindule chiyani ndi ridge farming?"
},
{
"role": "assistant",
"c... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi ndingagwiritse ntchito compost pa chimanga?"
},
{
"role": "assistant",
... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi ndingatani ngati mbeu yanga sinali yabwino?"
},
{
"role": "assistant",
... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi ndingatani ngati ndikaika feteleza wochepa?"
},
{
"role": "assistant",
... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi ndingasamalire bwanji chimanga pa nthawi ya kukula?"
},
{
"role": "assista... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi ndingatani ngati ndili ndi mavuto ambiri pa munda wanga (tizilombo, chilala, ndi n... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi ndingabzale chimanga ndi nyemba bwanji?"
},
{
"role": "assistant",
"co... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi ndingatani kuti ndichepetse kuwonongeka kwa chimanga mukakolola?"
},
{
"ro... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi ndingatani kuti ndichepetse kutayika kwa ndalama pa ulimi?"
},
{
"role": "... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi ndingasankhe bwanji mbeu yabwino?"
},
{
"role": "assistant",
"content"... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi ndingatani ngati chimanga sichikubala bwino?"
},
{
"role": "assistant",
... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi ndingatani kuti ndikhale ndi nkhokwe yabwino?"
},
{
"role": "assistant",
... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi ndingatani ngati ndikuona kuti zokolola zanga zichepa chaka chilichonse?"
},
{... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi ndiyenera kuthirira chimanga?"
},
{
"role": "assistant",
"content": "N... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi ndiyenera kuika top dressing liti pa chimanga?"
},
{
"role": "assistant",
... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi ndingatani ngati ndikusowa ndalama zogulira zinthu za ulimi?"
},
{
"role":... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi ndingatani kuti ndipewe nkhungu pa chimanga?"
},
{
"role": "assistant",
... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi ndingatani kuti ndichepetse kuwonongeka kwa chimanga ndi mbewa mu nkhokwe?"
},
... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi ndingatani ngati chimanga changa chadya ndi mbewa?"
},
{
"role": "assistan... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi ndingatani kuti ndichepetse chiopsezo cha kusowa kwa chakudya?"
},
{
"role... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi ndingatani kuti ndikhale ndi mbeu yabwino chaka chamawa?"
},
{
"role": "as... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi ndingatani ngati mvula ikugwa nthawi yokolola?"
},
{
"role": "assistant",
... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi ndingatani ngati mvula yachedwa kubwera?"
},
{
"role": "assistant",
"c... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi ndingatani kuti ndichepetse kutayika pa nthawi yokolola?"
},
{
"role": "as... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi ndingagwiritse ntchito Urea bwanji?"
},
{
"role": "assistant",
"conten... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Ndingabzale liti chimanga?"
},
{
"role": "assistant",
"content": "Muyenera ... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi ndingatani kuti ndikhale ndi zokolola zokhazikika chaka chilichonse?"
},
{
... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi ndingatani ngati mvula yasowa?"
},
{
"role": "assistant",
"content": "... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi ndingatani ngati chimanga changa chili chochepa zokolola?"
},
{
"role": "a... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi ndingatani ngati mvula yasiya msanga?"
},
{
"role": "assistant",
"cont... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi ndingatani kuti ndikhale ndi zokolola zokhazikika chaka chilichonse?"
},
{
... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi ndingatani kuti ndichepetse kuwonongeka kwa chimanga pambuyo pokolola?"
},
{
... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi ndingatani ngati ndikuona kuti nthaka yanga ikutopa?"
},
{
"role": "assist... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi ndingasankhe bwanji nthawi yabwino yobzala?"
},
{
"role": "assistant",
... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi ndingatani kuti ndipewe kuchedwa kubzala?"
},
{
"role": "assistant",
"... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi ndingatani kuti ndipewe kuwonongeka kwa chimanga mu nkhokwe ndi mphutsi?"
},
{... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi ndingatani ngati mbeu sizimera bwino?"
},
{
"role": "assistant",
"cont... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi ndingatani ngati chimanga changa chikuwonongeka chifukwa cha kusungira molakwika?"... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi ndingatani ngati chimanga changa chikuwonongeka ndi dzuwa kwambiri?"
},
{
... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi ndingakonzekere bwanji munda wa chimanga?"
},
{
"role": "assistant",
"... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi chimanga chimafuna nthaka yanji?"
},
{
"role": "assistant",
"content":... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi ndingatani kuti ndikonze bwino nthawi ya kukolola ndi kugulitsa?"
},
{
"ro... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi ndingatani kuti ndikhale ndi munda wokhazikika pa nyengo zosiyanasiyana?"
},
{... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi ndingatani kuti ndichepetse ndalama za ulimi?"
},
{
"role": "assistant",
... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi intercropping ndi chiyani?"
},
{
"role": "assistant",
"content": "Inte... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi ndingatani kuti ndikhale farmer wopambana?"
},
{
"role": "assistant",
... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi ndingatani ngati nthaka yanga ili yosauka?"
},
{
"role": "assistant",
... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi ndingawume bwanji chimanga?"
},
{
"role": "assistant",
"content": "Yik... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi ndingatani kuti ndikonze bwino nkhokwe yanga?"
},
{
"role": "assistant",
... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi ndingatani kuti namsongole zisabwerere?"
},
{
"role": "assistant",
"co... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi ndingatani kuti ndipewe kuwonongeka ndi mbalame?"
},
{
"role": "assistant"... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi ndingatani ngati chimanga changa chikudya ndi tizilombo mu nkhokwe?"
},
{
... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi ndingatani kuti ndichepetse kuwonongeka kwa chimanga ndi tizilombo ta m'nthaka?"
... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi ndingatani kuti ndikonze nthawi yobzala chaka chamawa?"
},
{
"role": "assi... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi ndingatani kuti ndipindule kwambiri pa chimanga?"
},
{
"role": "assistant"... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi ndingatani kuti ndichepetse kuwonongeka kwa mbeu mukamakolola?"
},
{
"role... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi ndingatani ngati ndachedwa kukolola chimanga?"
},
{
"role": "assistant",
... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi ndingapindule chiyani ndi kusintha mbewu?"
},
{
"role": "assistant",
"... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi ndingachepetse bwanji matenda a chimanga?"
},
{
"role": "assistant",
"... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi ndingatani ngati chimanga changa chikuwonongeka ndi dothi loipa?"
},
{
"ro... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi ndingatani ngati fall armyworm yafala kwambiri?"
},
{
"role": "assistant",... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi ndingatani kuti ndikhale ndi zokolola zabwino ngakhale nyengo yasintha?"
},
{
... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi ndingapewere bwanji kutayika kwa feteleza?"
},
{
"role": "assistant",
... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi ndingatani kuti ndichepetse tizilombo popanda mankhwala?"
},
{
"role": "as... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi ndingatani ngati chimanga changa chikugwa musanakhwime?"
},
{
"role": "ass... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi ndingatani kuti ndichepetse kuwonongeka kwa nthaka ndi mphepo?"
},
{
"role... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi ndingatani ngati chimanga changa chili ndi dothi kapena zinyalala?"
},
{
"... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi ndingatani kuti madzi asamayende m'nthaka?"
},
{
"role": "assistant",
... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi ndiyenera kubzala mozama bwanji?"
},
{
"role": "assistant",
"content":... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi ndingatani kuti ulimi wanga ukhale wopindulitsa nthawi zonse?"
},
{
"role"... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi ndingatani kuti ndigulitse chimanga changa bwino?"
},
{
"role": "assistant... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi ndingatani ngati mvula yagwa kwambiri?"
},
{
"role": "assistant",
"con... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi ndingatani ngati chimanga changa chikukula mosiyana m'munda?"
},
{
"role":... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Ndingadziwe bwanji kuti chimanga changa chili ndi tizilombo?"
},
{
"role": "ass... |
[
{
"role": "system",
"content": "You are an agriculture expert helping Malawian farmers. You give simple, practical, and helpful advice in Chichewa. Focus only on agriculture."
},
{
"role": "user",
"content": "Kodi chimanga chimafunika dzuwa lochuluka?"
},
{
"role": "assistant",
"cont... |
End of preview. Expand in Data Studio
YAML Metadata Warning:empty or missing yaml metadata in repo card
Check out the documentation for more information.
Chichewa Agriculture Advisory — Llama Finetune Dataset
A Chichewa-language instruction dataset for fine-tuning a Llama-style model
to give agricultural advice to Malawian farmers (focus: maize / chimanga).
Status
- Total conversations: 198
- Train / val split: 178 / 20 (90/10, seed=42)
- Recommended minimum: ~500–1,000 examples for a usable LoRA finetune. 198 is enough to smoke-test the pipeline; expect underfitting on real prompts.
Folder layout
chichewa_advisory/
├── llama_finetune.jsonl # Full dataset, one JSON object per line
├── train.jsonl # Training split (178 rows)
├── val.jsonl # Validation split (20 rows)
├── system_prompt.txt # The Chichewa system prompt used in every row
├── requirements.txt # Python deps for the helper scripts
├── prepare_dataset.py # Re-build train/val from llama_finetune.jsonl
├── dataset_stats.py # Pre-training charts (run before kicking off)
├── training_plots.py # During/after training charts (loss, LR, grad norm)
├── upload_to_hf.py # Push dataset to a Hugging Face repo
├── reports/ # Generated PNGs + summary text files
├── .env.example # Copy to .env and fill in HF_TOKEN
└── .gitignore
Format
Each line in *.jsonl is one conversation:
{"messages": [
{"role": "system", "content": "Ndinu katswiri wa za ulimi ku Malawi..."},
{"role": "user", "content": "Kodi ndiyenera kubzala chimanga liti?"},
{"role": "assistant", "content": "Nthawi yabwino yobzala chimanga ndi..."}
]}
This is the OpenAI / Llama chat-message schema accepted by Hugging Face
autotrain, axolotl, unsloth, and most LoRA pipelines.
Workflow
cd chichewa_advisory
python3 -m venv venv && source venv/bin/activate
pip install -r requirements.txt
# 1. shuffle + split
python prepare_dataset.py
# 2. pre-training charts → reports/01..05_*.png + dataset_summary.txt
python dataset_stats.py
# 3. train (HF Trainer / autotrain / unsloth — Trainer writes trainer_state.json)
# ... your training command here, e.g. autotrain on Colab ...
# 4. mid-training: point at the latest checkpoint to see how it's going
python training_plots.py path/to/output_dir # auto-finds latest checkpoint
# or
python training_plots.py path/to/output_dir/checkpoint-200/trainer_state.json
# 5. after training: re-run training_plots.py against the final output dir
# → reports/06_loss_curve.png, 07_lr_schedule.png, 08_grad_norm.png
# 6. push dataset to Hugging Face
cp .env.example .env # edit and add HF_TOKEN, HF_DATASET_REPO
python upload_to_hf.py
Charts produced
| Stage | File | What it shows |
|---|---|---|
| Before | reports/01_split_sizes.png |
train vs val row counts |
| Before | reports/02_length_hist.png |
word-count histogram per role |
| Before | reports/03_length_box.png |
word-count spread per role |
| Before | reports/04_top_user_words.png |
20 most-used words in user questions |
| Before | reports/05_top_assistant_words.png |
20 most-used words in answers |
| During | reports/06_loss_curve.png |
train + eval loss vs step |
| During | reports/07_lr_schedule.png |
learning rate vs step |
| During | reports/08_grad_norm.png |
gradient norm vs step (if logged) |
| After | same files, refreshed | final values once training ends |
reports/dataset_summary.txt and reports/training_summary.txt give the same
numbers in plain text — handy for pasting into a writeup.
Growing the dataset
198 rows is on the small side. To improve:
- Translate
dataset_manager/llama_finetune.jsonl(1,310 English rows) to Chichewa. - Mine Chichewa extension materials (Ministry of Agriculture, Bunda College, MwAPATA).
- Have agronomists hand-write Q&A in Chichewa.
After adding rows to llama_finetune.jsonl, re-run prepare_dataset.py and
dataset_stats.py.
System prompt
The system prompt (in system_prompt.txt) is in Chichewa and constrains the
model to answer only agriculture / maize questions:
Ndinu katswiri wa za ulimi ku Malawi. Mumathandiza alimi ndi upangiri wa ulimi wokhudza mbewu zokha…
If you change the prompt, regenerate the dataset so every row uses the same system message — mixed system prompts hurt finetune quality.
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