استریم کردن خروجی تولید متن

streaming, chat-completions

1import time
2from openai import OpenAI
3import os
4
5client = OpenAI(
6   api_key=os.environ.get(("GILAS_API_KEY", "<کلید API خود را اینجا بسازید https://dashboard.gilas.io/apiKey>")), 
7   base_url="https://api.gilas.io/v1/" # Gilas APIs
8)

 1# Example of an OpenAI ChatCompletion request
 2# https://platform.openai.com/docs/guides/text-generation/chat-completions-api
 3
 4# record the time before the request is sent
 5start_time = time.time()
 6
 7# send a ChatCompletion request to count to 100
 8response = client.chat.completions.create(
 9    model='gpt-4o-mini',
10    messages=[
11        {'role': 'user', 'content': 'Count to 100, with a comma between each number and no newlines. E.g., 1, 2, 3, ...'}
12    ],
13    temperature=0,
14)
15# calculate the time it took to receive the response
16response_time = time.time() - start_time
17
18# print the time delay and text received
19print(f"Full response received {response_time:.2f} seconds after request")
20print(f"Full response received:\n{response}")

Full response received 5.27 seconds after request
Full response received:
ChatCompletion(id='chatcmpl-8ZB8ywkV5DuuJO7xktqUcNYfG8j6I', choices=[Choice(finish_reason='stop', index=0, logprobs=None, message=ChatCompletionMessage(content='1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100.', role='assistant', function_call=None, tool_calls=None))], created=1703395008, model='gpt-4o-mini', object='chat.completion', system_fingerprint=None, usage=CompletionUsage(completion_tokens=299, prompt_tokens=36, total_tokens=335))

 1# For more info https://platform.openai.com/docs/api-reference/streaming#chat/create-stream
 2
 3# a ChatCompletion request
 4response = client.chat.completions.create(
 5   model='gpt-4o-mini',
 6   messages=[
 7       {'role': 'user', 'content': "What's 1+1? Answer in one word."}
 8   ],
 9   temperature=0,
10   stream=True  # this time, we set stream=True
11)
12
13for chunk in response:
14   print(chunk)
15   print(chunk.choices[0].delta.content)
16   print("****************")

``` ChatCompletionChunk(id='chatcmpl-8ZB9m2Ubv8FJs3CIb84WvYwqZCHST', choices=[Choice(delta=ChoiceDelta(content='', function_call=None, role='assistant', tool_calls=None), finish_reason=None, index=0, logprobs=None)], created=1703395058, model='gpt-4o-mini', object='chat.completion.chunk', system_fingerprint=None) **************** ChatCompletionChunk(id='chatcmpl-8ZB9m2Ubv8FJs3CIb84WvYwqZCHST', choices=[Choice(delta=ChoiceDelta(content='2', function_call=None, role=None, tool_calls=None), finish_reason=None, index=0, logprobs=None)], created=1703395058, model='gpt-4o-mini', object='chat.completion.chunk', system_fingerprint=None) 2 **************** ChatCompletionChunk(id='chatcmpl-8ZB9m2Ubv8FJs3CIb84WvYwqZCHST', choices=[Choice(delta=ChoiceDelta(content=None, function_call=None, role=None, tool_calls=None), finish_reason='stop', index=0, logprobs=None)], created=1703395058, model='gpt-4o-mini', object='chat.completion.chunk', system_fingerprint=None) None **************** ```

 1# record the time before the request is sent
 2start_time = time.time()
 3
 4# send a ChatCompletion request to count to 100
 5response = client.chat.completions.create(
 6    model='gpt-4o-mini',
 7    messages=[
 8        {'role': 'user', 'content': 'Count to 100, with a comma between each number and no newlines. E.g., 1, 2, 3, ...'}
 9    ],
10    temperature=0,
11    stream=True  # again, we set stream=True
12)
13# create variables to collect the stream of chunks
14collected_chunks = []
15collected_messages = []
16# iterate through the stream of events
17for chunk in response:
18    chunk_time = time.time() - start_time  # calculate the time delay of the chunk
19    collected_chunks.append(chunk)  # save the event response
20    chunk_message = chunk.choices[0].delta.content  # extract the message
21    collected_messages.append(chunk_message)  # save the message
22    print(f"Message received {chunk_time:.2f} seconds after request: {chunk_message}")  # print the delay and text
23
24# print the time delay and text received
25print(f"Full response received {chunk_time:.2f} seconds after request")
26# clean None in collected_messages
27collected_messages = [m for m in collected_messages if m is not None]
28full_reply_content = ''.join([m for m in collected_messages])
29print(f"Full conversation received: {full_reply_content}")

``` Message received 0.31 seconds after request: Message received 0.31 seconds after request: 1 Message received 0.34 seconds after request: , Message received 0.34 seconds after request: Message received 0.34 seconds after request: 2 Message received 0.39 seconds after request: , Message received 0.39 seconds after request: Message received 0.39 seconds after request: 3 Message received 0.42 seconds after request: , Message received 0.42 seconds after request: Message received 0.42 seconds after request: 4 Message received 0.47 seconds after request: , Message received 0.47 seconds after request: Message received 0.47 seconds after request: 5 Message received 0.51 seconds after request: , Message received 0.51 seconds after request: Message received 0.51 seconds after request: 6 Message received 0.55 seconds after request: , Message received 0.55 seconds after request: Message received 0.55 seconds after request: 7 Message received 0.59 seconds after request: , Message received 0.59 seconds after request: Message received 0.59 seconds after request: 8 Message received 0.63 seconds after request: , Message received 0.63 seconds after request: Message received 0.63 seconds after request: 9 Message received 0.67 seconds after request: , Message received 0.67 seconds after request: Message received 0.67 seconds after request: 10 Message received 0.71 seconds after request: , Message received 0.71 seconds after request: Message received 0.71 seconds after request: 11 Message received 0.75 seconds after request: , Message received 0.75 seconds after request: Message received 0.75 seconds after request: 12 Message received 0.98 seconds after request: , Message received 0.98 seconds after request: Message received 0.98 seconds after request: 13 Message received 1.02 seconds after request: , Message received 1.02 seconds after request: Message received 1.02 seconds after request: 14 Message received 1.04 seconds after request: , Message received 1.04 seconds after request: Message received 1.04 seconds after request: 15 Message received 1.08 seconds after request: , Message received 1.08 seconds after request: Message received 1.08 seconds after request: 16 Message received 1.12 seconds after request: , Message received 1.12 seconds after request: Message received 1.12 seconds after request: 17 Message received 1.16 seconds after request: , Message received 1.16 seconds after request: Message received 1.16 seconds after request: 18 Message received 1.19 seconds after request: , Message received 1.19 seconds after request: Message received 1.19 seconds after request: 19 Message received 1.23 seconds after request: , Message received 1.23 seconds after request: Message received 1.23 seconds after request: 20 Message received 1.27 seconds after request: , Message received 1.27 seconds after request: Message received 1.27 seconds after request: 21 Message received 1.31 seconds after request: , Message received 1.31 seconds after request: Message received 1.31 seconds after request: 22 Message received 1.35 seconds after request: , Message received 1.35 seconds after request: Message received 1.35 seconds after request: 23 Message received 1.39 seconds after request: , Message received 1.39 seconds after request: Message received 1.39 seconds after request: 24 Message received 1.43 seconds after request: , Message received 1.43 seconds after request: Message received 1.43 seconds after request: 25 Message received 1.47 seconds after request: , Message received 1.47 seconds after request: Message received 1.47 seconds after request: 26 Message received 1.51 seconds after request: , Message received 1.51 seconds after request: Message received 1.51 seconds after request: 27 Message received 1.55 seconds after request: , Message received 1.55 seconds after request: Message received 1.55 seconds after request: 28 Message received 1.59 seconds after request: , Message received 1.59 seconds after request: Message received 1.59 seconds after request: 29 Message received 1.59 seconds after request: , Message received 1.59 seconds after request: Message received 1.59 seconds after request: 30 Message received 1.59 seconds after request: , Message received 1.59 seconds after request: Message received 1.59 seconds after request: 31 Message received 1.59 seconds after request: , Message received 1.59 seconds after request: Message received 1.60 seconds after request: 32 Message received 1.60 seconds after request: , Message received 1.60 seconds after request: Message received 1.60 seconds after request: 33 Message received 1.60 seconds after request: , Message received 1.60 seconds after request: Message received 1.67 seconds after request: 34 Message received 1.67 seconds after request: , Message received 1.67 seconds after request: Message received 1.68 seconds after request: 35 Message received 1.68 seconds after request: , Message received 1.68 seconds after request: Message received 1.86 seconds after request: 36 Message received 1.86 seconds after request: , Message received 1.86 seconds after request: Message received 1.90 seconds after request: 37 Message received 1.90 seconds after request: , Message received 1.90 seconds after request: Message received 1.94 seconds after request: 38 Message received 1.94 seconds after request: , Message received 1.94 seconds after request: Message received 1.98 seconds after request: 39 Message received 1.98 seconds after request: , Message received 1.98 seconds after request: Message received 2.05 seconds after request: 40 Message received 2.05 seconds after request: , Message received 2.05 seconds after request: Message received 2.09 seconds after request: 41 Message received 2.09 seconds after request: , Message received 2.09 seconds after request: Message received 2.14 seconds after request: 42 Message received 2.14 seconds after request: , Message received 2.14 seconds after request: Message received 2.14 seconds after request: 43 Message received 2.14 seconds after request: , Message received 2.14 seconds after request: Message received 2.14 seconds after request: 44 Message received 2.14 seconds after request: , Message received 2.14 seconds after request: Message received 2.14 seconds after request: 45 Message received 2.14 seconds after request: , Message received 2.14 seconds after request: Message received 2.15 seconds after request: 46 Message received 2.15 seconds after request: , Message received 2.15 seconds after request: Message received 2.30 seconds after request: 47 Message received 2.30 seconds after request: , Message received 2.30 seconds after request: Message received 2.30 seconds after request: 48 Message received 2.30 seconds after request: , Message received 2.30 seconds after request: Message received 2.30 seconds after request: 49 Message received 2.30 seconds after request: , Message received 2.30 seconds after request: Message received 2.31 seconds after request: 50 Message received 2.31 seconds after 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received 2.77 seconds after request: Message received 2.80 seconds after request: 58 Message received 2.80 seconds after request: , Message received 2.80 seconds after request: Message received 2.85 seconds after request: 59 Message received 2.85 seconds after request: , Message received 2.85 seconds after request: Message received 2.88 seconds after request: 60 Message received 2.88 seconds after request: , Message received 2.88 seconds after request: Message received 2.88 seconds after request: 61 Message received 2.88 seconds after request: , Message received 2.88 seconds after request: Message received 2.89 seconds after request: 62 Message received 2.89 seconds after request: , Message received 2.89 seconds after request: Message received 2.89 seconds after request: 63 Message received 2.89 seconds after request: , Message received 2.89 seconds after request: Message received 2.92 seconds after request: 64 Message received 2.92 seconds after request: , Message received 2.92 seconds after request: Message received 3.37 seconds after request: 65 Message received 3.37 seconds after request: , Message received 3.37 seconds after request: Message received 3.38 seconds after request: 66 Message received 3.38 seconds after request: , Message received 3.38 seconds after request: Message received 3.38 seconds after request: 67 Message received 3.38 seconds after request: , Message received 3.38 seconds after request: Message received 3.38 seconds after request: 68 Message received 3.38 seconds after request: , Message received 3.38 seconds after request: Message received 3.42 seconds after request: 69 Message received 3.42 seconds after request: , Message received 3.42 seconds after request: Message received 3.43 seconds after request: 70 Message received 3.43 seconds after request: , Message received 3.43 seconds after request: Message received 3.46 seconds after request: 71 Message received 3.46 seconds after request: , Message received 3.46 seconds after request: Message received 3.47 seconds after request: 72 Message received 3.47 seconds after request: , Message received 3.47 seconds after request: Message received 3.50 seconds after request: 73 Message received 3.50 seconds after request: , Message received 3.50 seconds after request: Message received 3.51 seconds after request: 74 Message received 3.51 seconds after request: , Message received 3.51 seconds after request: Message received 3.52 seconds after request: 75 Message received 3.52 seconds after request: , Message received 3.52 seconds after request: Message received 3.54 seconds after request: 76 Message received 3.54 seconds after request: , Message received 3.54 seconds after request: Message received 3.56 seconds after request: 77 Message received 3.56 seconds after request: , Message received 3.56 seconds after request: Message received 3.59 seconds after request: 78 Message received 3.59 seconds after request: , Message received 3.59 seconds after request: Message received 3.59 seconds after request: 79 Message received 3.59 seconds after request: , Message received 3.59 seconds after request: Message received 3.59 seconds after request: 80 Message received 3.59 seconds after request: , Message received 3.59 seconds after request: Message received 3.61 seconds after request: 81 Message received 3.61 seconds after request: , Message received 3.61 seconds after request: Message received 3.65 seconds after request: 82 Message received 3.65 seconds after request: , Message received 3.65 seconds after request: Message received 3.85 seconds after request: 83 Message received 3.85 seconds after request: , Message received 3.85 seconds after request: Message received 3.90 seconds after request: 84 Message received 3.90 seconds after request: , Message received 3.90 seconds after request: Message received 3.95 seconds after request: 85 Message received 3.95 seconds after request: , Message received 3.95 seconds after request: Message received 4.00 seconds after request: 86 Message received 4.00 seconds after request: , Message received 4.00 seconds after request: Message received 4.04 seconds after request: 87 Message received 4.04 seconds after request: , Message received 4.04 seconds after request: Message received 4.08 seconds after request: 88 Message received 4.08 seconds after request: , Message received 4.08 seconds after request: Message received 4.12 seconds after request: 89 Message received 4.12 seconds after request: , Message received 4.12 seconds after request: Message received 4.18 seconds after request: 90 Message received 4.18 seconds after request: , Message received 4.18 seconds after request: Message received 4.18 seconds after request: 91 Message received 4.18 seconds after request: , Message received 4.18 seconds after request: Message received 4.18 seconds after request: 92 Message received 4.18 seconds after request: , Message received 4.18 seconds after request: Message received 4.19 seconds after request: 93 Message received 4.19 seconds after request: , Message received 4.19 seconds after request: Message received 4.20 seconds after request: 94 Message received 4.20 seconds after request: , Message received 4.20 seconds after request: Message received 4.23 seconds after request: 95 Message received 4.23 seconds after request: , Message received 4.23 seconds after request: Message received 4.27 seconds after request: 96 Message received 4.27 seconds after request: , Message received 4.27 seconds after request: Message received 4.39 seconds after request: 97 Message received 4.39 seconds after request: , Message received 4.39 seconds after request: Message received 4.39 seconds after request: 98 Message received 4.39 seconds after request: , Message received 4.39 seconds after request: Message received 4.41 seconds after request: 99 Message received 4.41 seconds after request: , Message received 4.41 seconds after request: Message received 4.41 seconds after request: 100 Message received 4.41 seconds after request: . Message received 4.41 seconds after request: None Full response received 4.41 seconds after request Full conversation received: 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100. ```