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prefix = """Answer the following questions as best you can. You have access to the following tools:
Search: useful for when you need to answer questions about current events
Calculator: useful for when you need to answer questions about math
Chitchat: useful for when you do not need tool to answer questions
Use the following format:
Question: the input question you must answer
Thought: you should always think about what to do
Action: the action to take, should be one of [Search, Calculator, Chitchat]
Action Input: the input to the action
Observation: the result of the action
... (this Thought/Action/Action Input/Observation can repeat N times)
Thought: I now know the final answer
Final Answer: the final answer to the original input question
"""
ids = []
def process(example):
example = example.strip()
if not example.startswith("Question"):
return None
lines = example.split("\n")
prelines = ""
instances = []
for i,line in enumerate(lines):
if line.startswith("Thought:"):
output = ""
input = ""
if "previous steps:" not in line:
output = line[8:].lstrip()
output+="\n"+"\n".join(lines[i+1:])
if "previous steps:" in line:
input = prelines+line
else:
input = prelines+"Thought:"
input,output = input.strip(),output.strip()
instances.append([input,output])
prelines += line+'\n'
return instances
rawdata = open("examples").read().split("###")
for example in rawdata:
ret = process(example)
if ret:
# for i in range(32):
for i in range(1):
ids.extend(ret)
import random
random.shuffle(ids)
##format data
outlist = []
for i,instance in enumerate(ids):
id_dict = {}
id_dict["id"] = "identity_"+str(i)
id_dict["conversations"] = []
id_dict["conversations"].append({
"from":"human",
"value":prefix+"\n\n"+instance[0]
})
id_dict["conversations"].append({
"from":"gpt",
"value":instance[1]
})
outlist.append(id_dict)
import json
#json_str = json.dumps(outlist, indent =2, ensure_ascii= False)
json_str = json.dumps(outlist, indent =2)
with open("my.json","w") as outfile:
outfile.write(json_str)
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