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### Example: `sqlchat` (use like openai pypi package) <a name="example-sqlchat"></a> | ||
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```python | ||
# Import sqlchat | ||
import sqlchat | ||
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# sqlchat.Completion.create | ||
# sqlchat.StreamCompletion.create | ||
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[...] | ||
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``` | ||
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#### Example Chatbot | ||
```python | ||
messages = [] | ||
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while True: | ||
user = input('you: ') | ||
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sqlchat_cmpl = sqlchat.Completion.create( | ||
prompt = user, | ||
messages = messages | ||
) | ||
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print('gpt:', sqlchat_cmpl.completion.choices[0].text) | ||
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messages.extend([ | ||
{'role': 'user', 'content': user }, | ||
{'role': 'assistant', 'content': sqlchat_cmpl.completion.choices[0].text} | ||
]) | ||
``` | ||
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#### Streaming Response: | ||
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```python | ||
for response in sqlchat.StreamCompletion.create( | ||
prompt = 'write python code to reverse a string', | ||
messages = []): | ||
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print(response.completion.choices[0].text) | ||
``` |
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from requests import post | ||
from time import time | ||
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headers = { | ||
'authority' : 'www.sqlchat.ai', | ||
'accept' : '*/*', | ||
'accept-language': 'en,fr-FR;q=0.9,fr;q=0.8,es-ES;q=0.7,es;q=0.6,en-US;q=0.5,am;q=0.4,de;q=0.3', | ||
'content-type' : 'text/plain;charset=UTF-8', | ||
'origin' : 'https://www.sqlchat.ai', | ||
'referer' : 'https://www.sqlchat.ai/', | ||
'sec-fetch-dest' : 'empty', | ||
'sec-fetch-mode' : 'cors', | ||
'sec-fetch-site' : 'same-origin', | ||
'user-agent' : 'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/112.0.0.0 Safari/537.36', | ||
} | ||
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class SqlchatResponse: | ||
class Completion: | ||
class Choices: | ||
def __init__(self, choice: dict) -> None: | ||
self.text = choice['text'] | ||
self.content = self.text.encode() | ||
self.index = choice['index'] | ||
self.logprobs = choice['logprobs'] | ||
self.finish_reason = choice['finish_reason'] | ||
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def __repr__(self) -> str: | ||
return f'''<__main__.APIResponse.Completion.Choices(\n text = {self.text.encode()},\n index = {self.index},\n logprobs = {self.logprobs},\n finish_reason = {self.finish_reason})object at 0x1337>''' | ||
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def __init__(self, choices: dict) -> None: | ||
self.choices = [self.Choices(choice) for choice in choices] | ||
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class Usage: | ||
def __init__(self, usage_dict: dict) -> None: | ||
self.prompt_tokens = usage_dict['prompt_chars'] | ||
self.completion_tokens = usage_dict['completion_chars'] | ||
self.total_tokens = usage_dict['total_chars'] | ||
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def __repr__(self): | ||
return f'''<__main__.APIResponse.Usage(\n prompt_tokens = {self.prompt_tokens},\n completion_tokens = {self.completion_tokens},\n total_tokens = {self.total_tokens})object at 0x1337>''' | ||
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def __init__(self, response_dict: dict) -> None: | ||
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self.response_dict = response_dict | ||
self.id = response_dict['id'] | ||
self.object = response_dict['object'] | ||
self.created = response_dict['created'] | ||
self.model = response_dict['model'] | ||
self.completion = self.Completion(response_dict['choices']) | ||
self.usage = self.Usage(response_dict['usage']) | ||
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def json(self) -> dict: | ||
return self.response_dict | ||
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class Completion: | ||
def create( | ||
prompt: str = 'hello world', | ||
messages: list = []) -> SqlchatResponse: | ||
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response = post('https://www.sqlchat.ai/api/chat', headers=headers, stream=True, | ||
json = { | ||
'messages': messages, | ||
'openAIApiConfig':{'key':'','endpoint':''}}) | ||
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return SqlchatResponse({ | ||
'id' : f'cmpl-1337-{int(time())}', | ||
'object' : 'text_completion', | ||
'created': int(time()), | ||
'model' : 'gpt-3.5-turbo', | ||
'choices': [{ | ||
'text' : response.text, | ||
'index' : 0, | ||
'logprobs' : None, | ||
'finish_reason' : 'stop' | ||
}], | ||
'usage': { | ||
'prompt_chars' : len(prompt), | ||
'completion_chars' : len(response.text), | ||
'total_chars' : len(prompt) + len(response.text) | ||
} | ||
}) | ||
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class StreamCompletion: | ||
def create( | ||
prompt : str = 'hello world', | ||
messages: list = []) -> SqlchatResponse: | ||
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messages.append({ | ||
'role':'user', | ||
'content':prompt | ||
}) | ||
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response = post('https://www.sqlchat.ai/api/chat', headers=headers, stream=True, | ||
json = { | ||
'messages': messages, | ||
'openAIApiConfig':{'key':'','endpoint':''}}) | ||
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for chunk in response.iter_content(chunk_size = 2046): | ||
yield SqlchatResponse({ | ||
'id' : f'cmpl-1337-{int(time())}', | ||
'object' : 'text_completion', | ||
'created': int(time()), | ||
'model' : 'gpt-3.5-turbo', | ||
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'choices': [{ | ||
'text' : chunk.decode(), | ||
'index' : 0, | ||
'logprobs' : None, | ||
'finish_reason' : 'stop' | ||
}], | ||
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'usage': { | ||
'prompt_chars' : len(prompt), | ||
'completion_chars' : len(chunk.decode()), | ||
'total_chars' : len(prompt) + len(chunk.decode()) | ||
} | ||
}) |
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import sqlchat | ||
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for response in sqlchat.StreamCompletion.create( | ||
prompt = 'write python code to reverse a string', | ||
messages = []): | ||
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print(response.completion.choices[0].text, end='') |
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