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As for current implementation, gpt_tokenize() shows each byte of multi bytes character if unknown token is existed, like below

test_gpt_tokenizer : 0 tests failed out of 0 tests.
gpt_tokenize: unknown token ' '
gpt_tokenize: unknown token ' '
gpt_tokenize: unknown token ' '
main: number of tokens in prompt = 6
main: token[0] =   5619, 日本で
main: token[1] =   3300, 一番
main: token[2] =   1737, 高い
main: token[3] =  14218, 山は
main: token[4] =  37814, 何で
main: token[5] =  24250, すか

I fixed with stopping show each bytes as below.

test_gpt_tokenizer : 0 tests failed out of 0 tests.
gpt_tokenize: unknown token '?'
main: number of tokens in prompt = 6
main: token[0] =   5619, 日本で
main: token[1] =   3300, 一番
main: token[2] =   1737, 高い
main: token[3] =  14218, 山は
main: token[4] =  37814, 何で
main: token[5] =  24250, すか

please confirm this.

-- detail --
original:
$ ./240407up/gpt-neox.org --repeat-last-n 256 --repeat-penalty 1.2 -m models/cyberagent/ggml-calm-1b-q4_0.bin -s 7654321 -p "日本で一番高い山は何ですか?"
main: seed = 7654321
gpt_neox_model_load: loading model from 'models/cyberagent/ggml-calm-1b-q4_0.bin' - please wait ...
gpt_neox_model_load: n_vocab = 52096
gpt_neox_model_load: n_ctx = 2048
gpt_neox_model_load: n_embd = 2048
gpt_neox_model_load: n_head = 16
gpt_neox_model_load: n_layer = 24
gpt_neox_model_load: n_rot = 128
gpt_neox_model_load: par_res = 0
gpt_neox_model_load: ftype = 2002
gpt_neox_model_load: qntvr = 2
gpt_neox_model_load: ggml ctx size = 1917.12 MB
gpt_neox_model_load: memory_size = 384.00 MB, n_mem = 49152
gpt_neox_model_load: .................................... done
gpt_neox_model_load: model size = 764.92 MB / num tensors = 292
extract_tests_from_file : No test file found.
test_gpt_tokenizer : 0 tests failed out of 0 tests.
gpt_tokenize: unknown token ' '
gpt_tokenize: unknown token ' '
gpt_tokenize: unknown token ' '
main: number of tokens in prompt = 6
main: token[0] = 5619, 日本で
main: token[1] = 3300, 一番
main: token[2] = 1737, 高い
main: token[3] = 14218, 山は
main: token[4] = 37814, 何で
main: token[5] = 24250, すか

日本で一番高い山は何ですか?」。そんな質問を何度か受けてきましたが、 ...

fixed:
$ ./240407up/gpt-neox.mod --repeat-last-n 256 --repeat-penalty 1.2 -m models/cyberagent/ggml-calm-1b-q4_0.bin -s 7654321 -p "日本で一番高い山は何ですか?"
main: seed = 7654321
gpt_neox_model_load: loading model from 'models/cyberagent/ggml-calm-1b-q4_0.bin' - please wait ...
gpt_neox_model_load: n_vocab = 52096
gpt_neox_model_load: n_ctx = 2048
gpt_neox_model_load: n_embd = 2048
gpt_neox_model_load: n_head = 16
gpt_neox_model_load: n_layer = 24
gpt_neox_model_load: n_rot = 128
gpt_neox_model_load: par_res = 0
gpt_neox_model_load: ftype = 2002
gpt_neox_model_load: qntvr = 2
gpt_neox_model_load: ggml ctx size = 1917.12 MB
gpt_neox_model_load: memory_size = 384.00 MB, n_mem = 49152
gpt_neox_model_load: .................................... done
gpt_neox_model_load: model size = 764.92 MB / num tensors = 292
extract_tests_from_file : No test file found.
test_gpt_tokenizer : 0 tests failed out of 0 tests.
gpt_tokenize: unknown token '?'
main: number of tokens in prompt = 6
main: token[0] = 5619, 日本で
main: token[1] = 3300, 一番
main: token[2] = 1737, 高い
main: token[3] = 14218, 山は
main: token[4] = 37814, 何で
main: token[5] = 24250, すか

日本で一番高い山は何ですか?」。そんな質問を何度か受けてきましたが、 ...

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Can be simplified - see comments

Comment on lines +343 to +344
auto unk = word.substr(i, 1).data();
unknown.push_back(*unk);
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Isn't this just:

Suggested change
auto unk = word.substr(i, 1).data();
unknown.push_back(*unk);
unknown.push_back(word[i]);

Comment on lines +351 to +352
std::string unkstr(unknown.begin(), unknown.end());
fprintf(stderr, "%s: unknown token '%s'\n", __func__, unkstr.data());
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Suggested change
std::string unkstr(unknown.begin(), unknown.end());
fprintf(stderr, "%s: unknown token '%s'\n", __func__, unkstr.data());
fprintf(stderr, "%s: unknown token '%s'\n", __func__, unknown.data());

Comment on lines +334 to +335
std::string unkstr(unknown.begin(), unknown.end());
fprintf(stderr, "%s: unknown token '%s'\n", __func__, unkstr.data());
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Suggested change
std::string unkstr(unknown.begin(), unknown.end());
fprintf(stderr, "%s: unknown token '%s'\n", __func__, unkstr.data());
fprintf(stderr, "%s: unknown token '%s'\n", __func__, unknown.data());

Comment on lines +323 to +325
// unknown token
std::vector<char> unknown;
unknown.clear();
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Suggested change
// unknown token
std::vector<char> unknown;
unknown.clear();
// unknown token
std::vector<char> unknown;

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2 participants