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server : add "tokens" output #10853

Merged
merged 5 commits into from
Dec 18, 2024
Merged

server : add "tokens" output #10853

merged 5 commits into from
Dec 18, 2024

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ggerganov
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@ggerganov ggerganov commented Dec 16, 2024

The llama-server now also outputs raw token ids in its responses. This is useful for various applications, including TTS.

curl --request POST --url http://localhost:8033/completion --header "Content-Type: application/json" --data '{"prompt": "Hello, my name is", "n_predict": 8 }' | jq

{
  "index": 0,
  "content": " Aki, and I am the owner",
  "tokens": [
    362,
    6642,
    11,
    323,
    358,
    1079,
    279,
    6372
  ],
  "id_slot": 0,
  "stop": true,
  "model": "gpt-3.5-turbo",
  "tokens_predicted": 8,
  "tokens_evaluated": 5,
...
}

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@ngxson ngxson left a comment

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This added tokens field can also increase the response JSON size quite a lot, if the returned text is long. Do you think we should only return it if user explicitly request? We can add a field like "return_tokens" and default it to false (see example of how "timings_per_token" works)

std::string content;

std::string content;
llama_tokens tokens;
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I think we can also replace these 2 fields with completion_token_output. Then inside send_partial_response, we can std::move it to res

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@ngxson ngxson Dec 16, 2024

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P/s: we cannot std::move it, because inside process_token, result is still being used after send_partial_response

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I'm not really sure that the "return_tokens" logic is necessary. The tokens array should be similar in JSON length to the content string, though I am not sure performance wise how much slower it is to serialize an array of integers compared to a string. Anyway, I've added the flag and added tests.

Note that with "stream": true we always return the tokens field in the partial responses (i.e. this is not affected by the "return_tokens" flag).

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@ngxson ngxson Dec 17, 2024

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What I'm thinking is that this should not degrade the performance of JSON serializing/parsing. But I'm just thinking about the bandwidth, because it seems like in most cases, we're now using double the bandwidth.

For stream, I don't think it's a problem because time to serialize/send/receive/parse is minor compared to the time a token is generated.

But I think for now we can keep it this way. The non-OAI /completion is a playground anw so it's fine to expose everything. The OAI compat /v1/completions that I'm planning to do next will be more prod-ready, thus it won't have these data in the response.

Edit: I didn't notice that you implemented return_tokens, that's good then, let's keep it 👍

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But I think for now we can keep it this way. The non-OAI /completion is a playground anw so it's fine to expose everything. The OAI compat /v1/completions that I'm planning to do next will be more prod-ready, thus it won't have these data in the response.

Yes, I agree we can keep /v1/completions strongly OAI-compat (i.e. not even have extra fields like tokens) and only have these in the non-OAI endpoints like /completions.

examples/server/tests/unit/test_completion.py Outdated Show resolved Hide resolved
@github-actions github-actions bot added the python python script changes label Dec 17, 2024
@ggerganov ggerganov force-pushed the gg/server-content-tokens branch from 4d7771b to 5bf29af Compare December 18, 2024 08:04
@ggerganov ggerganov merged commit 0e70ba6 into master Dec 18, 2024
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@ggerganov ggerganov deleted the gg/server-content-tokens branch December 18, 2024 09:05
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