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MistralTokenizer.v3(is_tekken=True).instruct_tokenizer + tekken.tokenizer._special_token_policy = SpecialTokenPolicy.IGNORE + return tekken + + def test_is_spm() -> None: # this is valid for suffix in list(TokenizerVersion.__members__): @@ -47,7 +53,22 @@ def test_spm_version() -> None: assert SentencePieceTokenizer(str(file)).version == TokenizerVersion(suffix) -def test_tools_singleturn(tokenizer: InstructTokenizer) -> None: +@pytest.mark.parametrize( + "tokenizer, expected_text, begin_tool_index, end_tool_index, expected_tokens_before_tool, expected_tokens_after_tool", + [ + (tokenizer(), + '[AVAILABLE_TOOLS]▁[{"type":▁"function",▁"function":▁{"name":▁"tool1",▁"description":▁"1",▁"parameters":▁{}}}][/AVAILABLE_TOOLS][INST]▁a[/INST]', + 6, 7, + [1, 3, 1032, 4], + []), + (tekken_tokenizer(), + '[AVAILABLE_TOOLS][{"type": "function", "function": {"name": "tool1", "description": "1", "parameters": {}}}][/AVAILABLE_TOOLS][INST]a[/INST]', + 5, 6, + [1, 3, 1097, 4], + []) + ]) +def test_tools_singleturn(tokenizer: InstructTokenizer, expected_text: str, begin_tool_index: int, end_tool_index: int, + expected_tokens_before_tool: list, expected_tokens_after_tool: list) -> None: tokenized = tokenizer.encode_instruct( InstructRequest( messages=[UserMessage(content="a")], @@ -55,15 +76,35 @@ def test_tools_singleturn(tokenizer: InstructTokenizer) -> None: ) ) tokens, text = tokenized.tokens, tokenized.text - assert text == ( - '[AVAILABLE_TOOLS]▁[{"type":▁"function",▁"function":▁{"name":▁"tool1",▁"description":▁"1",▁"parameters":▁{}}}][/AVAILABLE_TOOLS][INST]▁a[/INST]' - ) # NOTE THE SPACE - begin_tool, end_tool = tokens.index(6), tokens.index(7) - assert tokens[:begin_tool] + tokens[end_tool + 1 :] == [1, 3, 1032, 4] - json.loads(tokenizer.tokenizer.decode(tokens[begin_tool : end_tool + 1])) + assert text == expected_text + + begin_tool, end_tool = tokens.index(begin_tool_index), tokens.index(end_tool_index) + assert tokens[:begin_tool] + tokens[end_tool + 1:] == expected_tokens_before_tool + expected_tokens_after_tool + json.loads(tokenizer.tokenizer.decode(tokens[begin_tool: end_tool + 1])) -def test_tools_multiturn(tokenizer: InstructTokenizer) -> None: +@pytest.mark.parametrize( + "tokenizer, expected_text, begin_tool_index, end_tool_index, expected_tokens_before_tool, expected_tokens_after_tool", + [ + (tokenizer(), + "[INST]▁a[/INST]▁b[AVAILABLE_TOOLS]▁[" + '{"type":▁"function",▁"function":▁{"name":▁"tool1",▁"description":▁"1",▁"parameters":▁{}}},' + '▁{"type":▁"function",▁"function":▁{"name":▁"tool2",▁"description":▁"2",▁"parameters":▁{}}}]' + "[/AVAILABLE_TOOLS][INST]▁c[/INST]▁d", + 6, 7, + [1, 3, 1032, 4, 1055], + [2, 3, 1045, 4, 1049, 2]), + (tekken_tokenizer(), + "[INST]a[/INST]b[AVAILABLE_TOOLS][" + '{"type": "function", "function": {"name": "tool1", "description": "1", "parameters": {}}},' + ' {"type": "function", "function": {"name": "tool2", "description": "2", "parameters": {}}}]' + "[/AVAILABLE_TOOLS][INST]c[/INST]d", + 5, 6, + [1, 3, 1097, 4, 1098], + [2, 3, 1099, 4, 1100, 2]) + ]) +def test_tools_multiturn(tokenizer: InstructTokenizer, expected_text: str, begin_tool_index: int, end_tool_index: int, + expected_tokens_before_tool: list, expected_tokens_after_tool: list) -> None: tokenized = tokenizer.encode_instruct( InstructRequest( messages=[ @@ -79,30 +120,30 @@ def test_tools_multiturn(tokenizer: InstructTokenizer) -> None: ) ) tokens, text = tokenized.tokens, tokenized.text - assert text == ( - "[INST]▁a[/INST]▁b[AVAILABLE_TOOLS]▁[" - '{"type":▁"function",▁"function":▁{"name":▁"tool1",▁"description":▁"1",▁"parameters":▁{}}},' - '▁{"type":▁"function",▁"function":▁{"name":▁"tool2",▁"description":▁"2",▁"parameters":▁{}}}]' - "[/AVAILABLE_TOOLS][INST]▁c[/INST]▁d" - ) - begin_tool, end_tool = tokens.index(6), tokens.index(7) - assert tokens[:begin_tool] + tokens[end_tool + 1 :] == [ - 1, - 3, - 1032, - 4, - 1055, - 2, - 3, - 1045, - 4, - 1049, - 2, - ] - json.loads(tokenizer.tokenizer.decode(tokens[begin_tool : end_tool + 1])) - - -def test_system_tools_multiturn(tokenizer: InstructTokenizer) -> None: + assert text == expected_text + + begin_tool, end_tool = tokens.index(begin_tool_index), tokens.index(end_tool_index) + assert tokens[:begin_tool] + tokens[end_tool + 1:] == expected_tokens_before_tool + expected_tokens_after_tool + json.loads(tokenizer.tokenizer.decode(tokens[begin_tool: end_tool + 1])) + + +@pytest.mark.parametrize( + "tokenizer, expected_text, begin_tool_index, end_tool_index, decoded_before_tool, decoded_after_tool", [ + (tokenizer(), + "[INST]▁a[/INST]▁b[AVAILABLE_TOOLS]▁[" + '{"type":▁"function",▁"function":▁{"name":▁"tool1",▁"description":▁"1",▁"parameters":▁{}}}]' + "[/AVAILABLE_TOOLS][INST]▁SYSTEM<0x0A><0x0A>c[/INST]▁d", + 6, 7, "a b", "SYSTEM\n\nc d"), + (tekken_tokenizer(), + '[INST]a[/INST]b[AVAILABLE_TOOLS][{"type": "function", "function": ' + '{"name": "tool1", "description": "1", "parameters": ' + '{}}}][/AVAILABLE_TOOLS][INST]SYSTEM\n' + '\n' + 'c[/INST]d', + 5, 6, "ab", "SYSTEM\n\ncd") + ]) +def test_system_tools_multiturn(tokenizer: InstructTokenizer, expected_text: str, begin_tool_index: int, + end_tool_index: int, decoded_before_tool: str, decoded_after_tool: str) -> None: tokenized = tokenizer.encode_instruct( InstructRequest( messages=[ @@ -116,19 +157,23 @@ def test_system_tools_multiturn(tokenizer: InstructTokenizer) -> None: ) ) tokens, text = tokenized.tokens, tokenized.text - assert text == ( - "[INST]▁a[/INST]▁b[AVAILABLE_TOOLS]▁[" - '{"type":▁"function",▁"function":▁{"name":▁"tool1",▁"description":▁"1",▁"parameters":▁{}}}]' - "[/AVAILABLE_TOOLS][INST]▁SYSTEM<0x0A><0x0A>c[/INST]▁d" - ) + assert text == expected_text - begin_tool, end_tool = tokens.index(6), tokens.index(7) - assert tokens[end_tool + 1 :].index(3) == 0 # begin_inst follows end_tool - assert tokenizer.tokenizer.decode(tokens[:begin_tool]) == "a b" - assert tokenizer.tokenizer.decode(tokens[end_tool + 1 :]) == "SYSTEM\n\nc d" + begin_tool, end_tool = tokens.index(begin_tool_index), tokens.index(end_tool_index) + assert tokens[end_tool + 1:].index(3) == 0 # begin_inst follows end_tool + assert tokenizer.tokenizer.decode(tokens[:begin_tool]) == decoded_before_tool + assert tokenizer.tokenizer.decode(tokens[end_tool + 1:]) == decoded_after_tool -def test_tool_message(tokenizer: InstructTokenizer) -> None: +@pytest.mark.parametrize("tokenizer, expected_text_1, expected_text_2", [ + (tokenizer(), + '[INST]▁a[/INST][TOOL_CALLS]▁[{"name":▁"b",▁"arguments":▁{},▁"id":▁"123456789"}][TOOL_RESULTS]▁{"content":▁"d",▁"call_id":▁"123456789"}[/TOOL_RESULTS]', + '[INST]▁a[/INST][TOOL_CALLS]▁[{"name":▁"b",▁"arguments":▁{},▁"id":▁"123456789"}][TOOL_RESULTS]▁{"content":▁{"a":▁1},▁"call_id":▁"123456789"}[/TOOL_RESULTS]'), + (tekken_tokenizer(), + '[INST]a[/INST][TOOL_CALLS][{"name": "b", "arguments": {}, "id": "123456789"}][TOOL_RESULTS]{"content": "d", "call_id": "123456789"}[/TOOL_RESULTS]', + '[INST]a[/INST][TOOL_CALLS][{"name": "b", "arguments": {}, "id": "123456789"}][TOOL_RESULTS]{"content": {"a": 1}, "call_id": "123456789"}[/TOOL_RESULTS]') +]) +def test_tool_message(tokenizer: InstructTokenizer, expected_text_1: str, expected_text_2: str) -> None: tokenized = tokenizer.encode_instruct( InstructRequest( messages=[ @@ -145,9 +190,7 @@ def test_tool_message(tokenizer: InstructTokenizer) -> None: ) ) _, text = tokenized.tokens, tokenized.text - assert text == ( - '[INST]▁a[/INST][TOOL_CALLS]▁[{"name":▁"b",▁"arguments":▁{},▁"id":▁"123456789"}][TOOL_RESULTS]▁{"content":▁"d",▁"call_id":▁"123456789"}[/TOOL_RESULTS]' - ) + assert text == expected_text_1 tokenized = tokenizer.encode_instruct( InstructRequest( @@ -165,12 +208,16 @@ def test_tool_message(tokenizer: InstructTokenizer) -> None: ) ) _, text = tokenized.tokens, tokenized.text - assert text == ( - '[INST]▁a[/INST][TOOL_CALLS]▁[{"name":▁"b",▁"arguments":▁{},▁"id":▁"123456789"}][TOOL_RESULTS]▁{"content":▁{"a":▁1},▁"call_id":▁"123456789"}[/TOOL_RESULTS]' - ) + assert text == expected_text_2 -def test_tool_message_no_id_fine_tuning_OK(tokenizer: InstructTokenizer) -> None: +@pytest.mark.parametrize("tokenizer, expected_text", [ + (tokenizer(), + '[INST]▁a[/INST][TOOL_CALLS]▁[{"name":▁"b",▁"arguments":▁{}}]'), + (tekken_tokenizer(), + '[INST]a[/INST][TOOL_CALLS][{"name": "b", "arguments": {}}]') +]) +def test_tool_message_no_id_fine_tuning_ok(tokenizer: InstructTokenizer, expected_text: str) -> None: # In fine-tuning we allow passing a tool call as the last message. # We need to make sure to not parse this empty id as "null" function = FunctionCall(name="b", arguments="{}") @@ -187,10 +234,22 @@ def test_tool_message_no_id_fine_tuning_OK(tokenizer: InstructTokenizer) -> None ) _, text = tokenized.tokens, tokenized.text # make sure to "null" is in the output - assert text == ('[INST]▁a[/INST][TOOL_CALLS]▁[{"name":▁"b",▁"arguments":▁{}}]') + assert text == expected_text -def test_tool_message_multiple_shots_with_history(tokenizer: InstructTokenizer) -> None: +@pytest.mark.parametrize("tokenizer, expected_text", [ + (tokenizer(), + "[INST]▁a[/INST]" + '[TOOL_CALLS]▁[{"name":▁"b",▁"arguments":▁{},▁"id":▁"0"}][TOOL_RESULTS]▁{"content":▁"d",▁"call_id":▁"0"}[/TOOL_RESULTS]' + "▁e[INST]▁f[/INST]" + '[TOOL_CALLS]▁[{"name":▁"b",▁"arguments":▁{},▁"id":▁"1"}][TOOL_RESULTS]▁{"content":▁"d",▁"call_id":▁"1"}[/TOOL_RESULTS]'), + (tekken_tokenizer(), + "[INST]a[/INST]" + '[TOOL_CALLS][{"name": "b", "arguments": {}, "id": "0"}][TOOL_RESULTS]{"content": "d", "call_id": "0"}[/TOOL_RESULTS]' + "e[INST]f[/INST]" + '[TOOL_CALLS][{"name": "b", "arguments": {}, "id": "1"}][TOOL_RESULTS]{"content": "d", "call_id": "1"}[/TOOL_RESULTS]') +]) +def test_tool_message_multiple_shots_with_history(tokenizer: InstructTokenizer, expected_text: str) -> None: tokenized = tokenizer.encode_instruct( InstructRequest( messages=[ @@ -205,15 +264,30 @@ def test_tool_message_multiple_shots_with_history(tokenizer: InstructTokenizer) ) ) _, text = tokenized.tokens, tokenized.text - assert text == ( - "[INST]▁a[/INST]" - '[TOOL_CALLS]▁[{"name":▁"b",▁"arguments":▁{},▁"id":▁"0"}][TOOL_RESULTS]▁{"content":▁"d",▁"call_id":▁"0"}[/TOOL_RESULTS]' - "▁e[INST]▁f[/INST]" - '[TOOL_CALLS]▁[{"name":▁"b",▁"arguments":▁{},▁"id":▁"1"}][TOOL_RESULTS]▁{"content":▁"d",▁"call_id":▁"1"}[/TOOL_RESULTS]' - ) + assert text == expected_text -def test_tool_message_multiple_calls(tokenizer: InstructTokenizer) -> None: +@pytest.mark.parametrize("tokenizer, expected_text", [ + (tokenizer(), + "[INST]▁a[/INST]" + '[TOOL_CALLS]▁[{"name":▁"b",▁"arguments":▁{},▁"id":▁"0"},▁{"name":▁"q",▁"arguments":▁{},▁"id":▁"1"}]' + '[TOOL_RESULTS]▁{"content":▁"d",▁"call_id":▁"0"}[/TOOL_RESULTS]' + '[TOOL_RESULTS]▁{"content":▁"d",▁"call_id":▁"1"}[/TOOL_RESULTS]' + "▁e[INST]▁f[/INST]" + '[TOOL_CALLS]▁[{"name":▁"b",▁"arguments":▁{},▁"id":▁"2"},▁{"name":▁"q",▁"arguments":▁{},▁"id":▁"3"}]' + '[TOOL_RESULTS]▁{"content":▁"d",▁"call_id":▁"2"}[/TOOL_RESULTS]' + '[TOOL_RESULTS]▁{"content":▁"d",▁"call_id":▁"3"}[/TOOL_RESULTS]'), + (tekken_tokenizer(), + "[INST]a[/INST]" + '[TOOL_CALLS][{"name": "b", "arguments": {}, "id": "0"}, {"name": "q", "arguments": {}, "id": "1"}]' + '[TOOL_RESULTS]{"content": "d", "call_id": "0"}[/TOOL_RESULTS]' + '[TOOL_RESULTS]{"content": "d", "call_id": "1"}[/TOOL_RESULTS]' + "e[INST]f[/INST]" + '[TOOL_CALLS][{"name": "b", "arguments": {}, "id": "2"}, {"name": "q", "arguments": {}, "id": "3"}]' + '[TOOL_RESULTS]{"content": "d", "call_id": "2"}[/TOOL_RESULTS]' + '[TOOL_RESULTS]{"content": "d", "call_id": "3"}[/TOOL_RESULTS]') +]) +def test_tool_message_multiple_calls(tokenizer: InstructTokenizer, expected_text: str) -> None: tokenized = tokenizer.encode_instruct( InstructRequest( messages=[ @@ -240,13 +314,4 @@ def test_tool_message_multiple_calls(tokenizer: InstructTokenizer) -> None: ) ) _, text = tokenized.tokens, tokenized.text - assert text == ( - "[INST]▁a[/INST]" - '[TOOL_CALLS]▁[{"name":▁"b",▁"arguments":▁{},▁"id":▁"0"},▁{"name":▁"q",▁"arguments":▁{},▁"id":▁"1"}]' - '[TOOL_RESULTS]▁{"content":▁"d",▁"call_id":▁"0"}[/TOOL_RESULTS]' - '[TOOL_RESULTS]▁{"content":▁"d",▁"call_id":▁"1"}[/TOOL_RESULTS]' - "▁e[INST]▁f[/INST]" - '[TOOL_CALLS]▁[{"name":▁"b",▁"arguments":▁{},▁"id":▁"2"},▁{"name":▁"q",▁"arguments":▁{},▁"id":▁"3"}]' - '[TOOL_RESULTS]▁{"content":▁"d",▁"call_id":▁"2"}[/TOOL_RESULTS]' - '[TOOL_RESULTS]▁{"content":▁"d",▁"call_id":▁"3"}[/TOOL_RESULTS]' - ) + assert text == expected_text