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Add chatglm3 template #822

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May 11, 2024
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Add chatglm3 template #822

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1 change: 1 addition & 0 deletions docs/source/examples/DATASETS.md
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Expand Up @@ -142,6 +142,7 @@ Conversations should be formatted before feeding into the model. As of now, we'v

| Template Name | Filled Example | Detailed Template |
| ------------- | -------------- | ----------------- |
| `chatglm3` | `[gMASK]sop<\|system\|>`<br>` You are a chatbot developed by LMFlow team.<\|user\|>`<br>` Who are you?<\|assistant\|>`<br>` I am a chatbot developed by LMFlow team.<\|user\|>`<br>` How old are you?<\|assistant\|>`<br>` I don't age like humans do. I exist as a piece of software, so I don't have a concept of age in the traditional sense.` | [Link](./supported_conversation_template.md#chatglm3) |
| `chatml` | `<\|im_start\|>system`<br>`You are a chatbot developed by LMFlow team.<\|im_end\|>`<br>`<\|im_start\|>user`<br>`Who are you?<\|im_end\|>`<br>`<\|im_start\|>assistant`<br>`I am a chatbot developed by LMFlow team.<\|im_end\|>`<br>`<\|im_start\|>user`<br>`How old are you?<\|im_end\|>`<br>`<\|im_start\|>assistant`<br>`I don't age like humans do. I exist as a piece of software, so I don't have a concept of age in the traditional sense.<\|im_end\|>`<br> | [Link](./supported_conversation_template.md#chatml) |
| `deepseek` | `<｜begin▁of▁sentence｜>You are a chatbot developed by LMFlow team.`<br><br>`User: Who are you?`<br><br>`Assistant: I am a chatbot developed by LMFlow team.<｜end▁of▁sentence｜>User: How old are you?`<br><br>`Assistant: I don't age like humans do. I exist as a piece of software, so I don't have a concept of age in the traditional sense.<｜end▁of▁sentence｜>` | [Link](./supported_conversation_template.md#deepseek) |
| `internlm2` | `<s><\|im_start\|>system`<br>`You are a chatbot developed by LMFlow team.<\|im_end\|>`<br>`<\|im_start\|>user`<br>`Who are you?<\|im_end\|>`<br>`<\|im_start\|>assistant`<br>`I am a chatbot developed by LMFlow team.<\|im_end\|>`<br>`<\|im_start\|>user`<br>`How old are you?<\|im_end\|>`<br>`<\|im_start\|>assistant`<br>`I don't age like humans do. I exist as a piece of software, so I don't have a concept of age in the traditional sense.<\|im_end\|>`<br> | [Link](./supported_conversation_template.md#internlm2) |
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2 changes: 2 additions & 0 deletions src/lmflow/utils/conversation_template/__init__.py
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Expand Up @@ -2,6 +2,7 @@
# coding=utf-8
# Copyright 2024 Statistics and Machine Learning Research Group. All rights reserved.
from .base import EMPTY_TEMPLATE, EMPTY_NO_SPECIAL_TOKENS_TEMPLATE, ConversationTemplate
from .chatglm import CHATGLM3_TEMPLATE
from .chatml import CHATML_TEMPLATE
from .deepseek import DEEPSEEK_TEMPLATE
from .internlm import INTERNLM2_TEMPLATE
Expand All @@ -11,6 +12,7 @@


PRESET_TEMPLATES = {
'chatglm3': CHATGLM3_TEMPLATE,
'chatml': CHATML_TEMPLATE,
'deepseek': DEEPSEEK_TEMPLATE,
'empty': EMPTY_TEMPLATE,
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34 changes: 34 additions & 0 deletions tests/models/test_hf_decoder_model.py
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Expand Up @@ -67,6 +67,13 @@
]
}

CONVERSATION_SINGLETURN_CHATGLM3_IDS = [
(
[64790, 64792, 906, 31007, 13361, 31007, 30994, 13, 15184, 6607, 64795, 30910, 13, 13755, ],
[64796, 30910, 13, 8686, 30992,]
)
]

CONVERSATION_SINGLETURN_DEEPSEEK_IDS = [
(
[100000, 10183, 4904, 185, 185, 5726, 25, 37727, 185, 185],
Expand Down Expand Up @@ -158,6 +165,17 @@
)
]

CONVERSATION_MULTITURN_CHATGLM3_IDS = [
(
[64790, 64792, 906, 31007, 13361, 31007, 30994, 13, 15184, 6607, 64795, 30910, 13, 13755, ],
[64796, 30910, 13, 8686, 30992,]
),
(
[64795, 30910, 13, 1072, 383, 344, 30987, ],
[64796, 30910, 13, 307, 30953, 30924, 878, 30932, 4772, 30992]
)
]

CONVERSATION_MULTITURN_INTERNLM2_IDS = [
(
[1, 333, 352, 449, 5064, 352, 330, 9081, 364, 7930, 2896, 333, 352, 449, 6368, 352, 527,
Expand Down Expand Up @@ -404,6 +422,14 @@ def test_tokenize_conversation(self):
trust_remote_code=True
)

self._test_tokenize(
model_name='THUDM/chatglm3-6b',
groundtruth_dataset={"type": "conversation", "instances": [CONVERSATION_SINGLETURN]},
groundtruth_tokenized_dataset=make_gt_from_conversation_ids_batch([CONVERSATION_SINGLETURN_CHATGLM3_IDS]),
conversation_template=PRESET_TEMPLATES['chatglm3'],
trust_remote_code=True
)


def test_tokenize_conversation_multiple(self):
conversation_dataset = {
Expand Down Expand Up @@ -491,6 +517,14 @@ def test_tokenize_conversation_multiple(self):
conversation_template=PRESET_TEMPLATES['internlm2'],
trust_remote_code=True
)

self._test_tokenize(
model_name='THUDM/chatglm3-6b',
groundtruth_dataset={"type": "conversation", "instances": [CONVERSATION_MULTITURN]},
groundtruth_tokenized_dataset=make_gt_from_conversation_ids_batch([CONVERSATION_MULTITURN_CHATGLM3_IDS]),
conversation_template=PRESET_TEMPLATES['chatglm3'],
trust_remote_code=True
)


def test_encode(self):
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