tool-call: fix special handling of special trigger tokens (Nemo)
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ochafik
parent
ca0c837b6a
commit
bddc1bebcc
2 changed files with 30 additions and 37 deletions
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@ -350,15 +350,6 @@ struct server_task {
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throw std::runtime_error("Either \"json_schema\" or \"grammar\" can be specified, but not both");
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}
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if (data.contains("json_schema") && !data.contains("grammar")) {
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try {
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params.sampling.grammar = json_schema_to_grammar(json_value(data, "json_schema", json::object()));
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} catch (const std::exception & e) {
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throw std::runtime_error(std::string("\"json_schema\": ") + e.what());
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}
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} else {
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params.sampling.grammar = json_value(data, "grammar", defaults.sampling.grammar);
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}
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{
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params.sampling.logit_bias.clear();
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params.ignore_eos = json_value(data, "ignore_eos", false);
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@ -2783,8 +2774,8 @@ struct server_context {
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// track if given slot can be batched with slots already in the batch
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server_slot * slot_batched = nullptr;
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auto accept_special_token = [&](llama_token token) {
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const auto & trigger_tokens = params_base.sampling.grammar_trigger_tokens;
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auto accept_special_token = [&](server_slot & slot, llama_token token) {
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const auto & trigger_tokens = slot.params.sampling.grammar_trigger_tokens;
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return params_base.special || std::find(trigger_tokens.begin(), trigger_tokens.end(), token) != trigger_tokens.end();
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};
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@ -3151,7 +3142,7 @@ struct server_context {
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completion_token_output result;
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result.tok = id;
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result.text_to_send = common_token_to_piece(ctx, result.tok, accept_special_token(result.tok));
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result.text_to_send = common_token_to_piece(ctx, result.tok, accept_special_token(slot, result.tok));
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result.prob = 1.0f; // TODO: set it here instead of doing inside populate_token_probs
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if (slot.params.sampling.n_probs > 0) {
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@ -3240,7 +3231,7 @@ struct server_context {
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completion_token_output result;
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result.tok = ids[i];
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result.text_to_send = common_token_to_piece(ctx, result.tok, accept_special_token(result.tok));
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result.text_to_send = common_token_to_piece(ctx, result.tok, accept_special_token(slot, result.tok));
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result.prob = 1.0f; // set later
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// TODO: set result.probs
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@ -227,27 +227,28 @@ CODE_INTEPRETER_TOOL = {
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@pytest.mark.parametrize("template_name,tool,argument_key", [
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# TODO: fix special handling of python tool for these templates:
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("meetkai-functionary-medium-v3.1", TEST_TOOL, "success"),
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("meetkai-functionary-medium-v3.1", PYTHON_TOOL, None),
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("meetkai-functionary-medium-v3.1", PYTHON_TOOL, None), # "code"), # TODO: fix
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("meetkai-functionary-medium-v3.1", CODE_INTEPRETER_TOOL, None),
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("meetkai-functionary-medium-v3.2", TEST_TOOL, "success"),
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("meetkai-functionary-medium-v3.2", PYTHON_TOOL, None),
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("meetkai-functionary-medium-v3.2", PYTHON_TOOL, "code"),
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("meetkai-functionary-medium-v3.2", CODE_INTEPRETER_TOOL, None),
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("NousResearch-Hermes-2-Pro-Llama-3-8B-tool_use", TEST_TOOL, "success"),
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("NousResearch-Hermes-2-Pro-Llama-3-8B-tool_use", PYTHON_TOOL, None),
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("NousResearch-Hermes-2-Pro-Llama-3-8B-tool_use", PYTHON_TOOL, "code"),
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("NousResearch-Hermes-2-Pro-Llama-3-8B-tool_use", CODE_INTEPRETER_TOOL, None),
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("meta-llama-Llama-3.2-3B-Instruct", TEST_TOOL, "success"),
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("meta-llama-Llama-3.2-3B-Instruct", PYTHON_TOOL, "code"),
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("meta-llama-Llama-3.2-3B-Instruct", CODE_INTEPRETER_TOOL, None),
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("mistralai-Mistral-Nemo-Instruct-2407", TEST_TOOL, "success"),
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("mistralai-Mistral-Nemo-Instruct-2407", PYTHON_TOOL, "code"),
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("mistralai-Mistral-Nemo-Instruct-2407", CODE_INTEPRETER_TOOL, None),
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("NousResearch-Hermes-3-Llama-3.1-8B-tool_use", TEST_TOOL, "success"),
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("NousResearch-Hermes-3-Llama-3.1-8B-tool_use", PYTHON_TOOL, None),
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("NousResearch-Hermes-3-Llama-3.1-8B-tool_use", PYTHON_TOOL, None), # "code"), # TODO: fix
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("NousResearch-Hermes-3-Llama-3.1-8B-tool_use", CODE_INTEPRETER_TOOL, None),
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("meta-llama-Meta-Llama-3.1-8B-Instruct", TEST_TOOL, "success"),
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("meta-llama-Meta-Llama-3.1-8B-Instruct", PYTHON_TOOL, None),
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("meta-llama-Meta-Llama-3.1-8B-Instruct", PYTHON_TOOL, None), # "code"), # TODO: fix
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("meta-llama-Meta-Llama-3.1-8B-Instruct", CODE_INTEPRETER_TOOL, None),
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("meta-llama-Llama-3.2-3B-Instruct", TEST_TOOL, "success"),
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("meta-llama-Llama-3.2-3B-Instruct", PYTHON_TOOL, None),
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# # ("meta-llama-Llama-3.2-3B-Instruct", CODE_INTEPRETER_TOOL, None),
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("mistralai-Mistral-Nemo-Instruct-2407", TEST_TOOL, "success"),
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("mistralai-Mistral-Nemo-Instruct-2407", PYTHON_TOOL, None),
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("mistralai-Mistral-Nemo-Instruct-2407", CODE_INTEPRETER_TOOL, None),
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])
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def test_completion_with_required_tool(template_name: str, tool: dict, argument_key: str | None):
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n_predict = 512
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@ -320,6 +321,15 @@ def test_completion_without_tool_call(template_name: str, n_predict: int, tools:
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@pytest.mark.slow
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@pytest.mark.parametrize("tool,expected_arguments,hf_repo,hf_file,template_override", [
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# TODO: fix these models
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# (PYTHON_TOOL, {"code": "print('Hello, World!')"}, "bartowski/functionary-small-v3.2-GGUF", "functionary-small-v3.2-Q8_0.gguf", ("meetkai-functionary-medium-v3.2", None)),
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# (CODE_INTEPRETER_TOOL, {"code": "print('Hello, World!')"}, "bartowski/functionary-small-v3.2-GGUF", "functionary-small-v3.2-Q8_0.gguf", ("meetkai-functionary-medium-v3.2", None)),
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# # (PYTHON_TOOL, {"code": "print(\"Hello, World!\")"}, "bartowski/Llama-3.2-1B-Instruct-GGUF", "Llama-3.2-1B-Instruct-Q4_K_M.gguf", ("meta-llama-Llama-3.2-3B-Instruct", None)),
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# # (CODE_INTEPRETER_TOOL, {"code": "print(\"Hello, World!\")"}, "bartowski/Llama-3.2-1B-Instruct-GGUF", "Llama-3.2-1B-Instruct-Q4_K_M.gguf", ("meta-llama-Llama-3.2-3B-Instruct", None)),
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# (PYTHON_TOOL, {"code": "print("}, "bartowski/Llama-3.2-3B-Instruct-GGUF", "Llama-3.2-3B-Instruct-Q4_K_M.gguf", ("meta-llama-Llama-3.2-3B-Instruct", None)),
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# (CODE_INTEPRETER_TOOL, {"code": "print("}, "bartowski/Llama-3.2-3B-Instruct-GGUF", "Llama-3.2-3B-Instruct-Q4_K_M.gguf", ("meta-llama-Llama-3.2-3B-Instruct", None)),
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# (PYTHON_TOOL, {"code": "print(\"hello world\")"}, "lmstudio-community/Meta-Llama-3.1-8B-Instruct-GGUF", "Meta-Llama-3.1-8B-Instruct-Q4_K_M.gguf", None),
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# (CODE_INTEPRETER_TOOL, {"code": "print("}, "lmstudio-community/Meta-Llama-3.1-8B-Instruct-GGUF", "Meta-Llama-3.1-8B-Instruct-Q4_K_M.gguf", None),
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(PYTHON_TOOL, {"code": "print('Hello, World!')"}, "bartowski/gemma-2-2b-it-GGUF", "gemma-2-2b-it-Q4_K_M.gguf", None),
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(CODE_INTEPRETER_TOOL, {"code": "print('Hello, World!')"}, "bartowski/gemma-2-2b-it-GGUF", "gemma-2-2b-it-Q4_K_M.gguf", None),
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(PYTHON_TOOL, {"code": "print('Hello, World!')"}, "bartowski/Phi-3.5-mini-instruct-GGUF", "Phi-3.5-mini-instruct-Q4_K_M.gguf", None),
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@ -330,21 +340,12 @@ def test_completion_without_tool_call(template_name: str, n_predict: int, tools:
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(CODE_INTEPRETER_TOOL, {"code": "print('Hello, world!')"}, "NousResearch/Hermes-2-Pro-Llama-3-8B-GGUF", "Hermes-2-Pro-Llama-3-8B-Q4_K_M.gguf", ("NousResearch-Hermes-2-Pro-Llama-3-8B", "tool_use")),
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(PYTHON_TOOL, {"code": "print('Hello World!')"}, "NousResearch/Hermes-3-Llama-3.1-8B-GGUF", "Hermes-3-Llama-3.1-8B.Q4_K_M.gguf", ("NousResearch-Hermes-3-Llama-3.1-8B", "tool_use")),
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(CODE_INTEPRETER_TOOL, {"code": "print('Hello World!')"}, "NousResearch/Hermes-3-Llama-3.1-8B-GGUF", "Hermes-3-Llama-3.1-8B.Q4_K_M.gguf", ("NousResearch-Hermes-3-Llama-3.1-8B", "tool_use")),
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(PYTHON_TOOL, {"code": "print(\"Hello, World!\")"}, "bartowski/Llama-3.2-1B-Instruct-GGUF", "Llama-3.2-1B-Instruct-Q4_K_M.gguf", ("meta-llama-Llama-3.2-3B-Instruct", None)),
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(CODE_INTEPRETER_TOOL, {"code": "print(\"Hello, World!\")"}, "bartowski/Llama-3.2-1B-Instruct-GGUF", "Llama-3.2-1B-Instruct-Q4_K_M.gguf", ("meta-llama-Llama-3.2-3B-Instruct", None)),
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(PYTHON_TOOL, {"code": "print("}, "bartowski/Llama-3.2-3B-Instruct-GGUF", "Llama-3.2-3B-Instruct-Q4_K_M.gguf", ("meta-llama-Llama-3.2-3B-Instruct", None)),
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(CODE_INTEPRETER_TOOL, {"code": "print("}, "bartowski/Llama-3.2-3B-Instruct-GGUF", "Llama-3.2-3B-Instruct-Q4_K_M.gguf", ("meta-llama-Llama-3.2-3B-Instruct", None)),
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(PYTHON_TOOL, {"code": "print(\"hello world\")"}, "lmstudio-community/Meta-Llama-3.1-8B-Instruct-GGUF", "Meta-Llama-3.1-8B-Instruct-Q4_K_M.gguf", None),
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(CODE_INTEPRETER_TOOL, {"code": "print("}, "lmstudio-community/Meta-Llama-3.1-8B-Instruct-GGUF", "Meta-Llama-3.1-8B-Instruct-Q4_K_M.gguf", None),
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(PYTHON_TOOL, {"code": "print('Hello, World!')\n"}, "bartowski/Mistral-Nemo-Instruct-2407-GGUF", "Mistral-Nemo-Instruct-2407-Q6_K_L.gguf", None),
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(CODE_INTEPRETER_TOOL, {"code": "print('Hello, World!')\n"}, "bartowski/Mistral-Nemo-Instruct-2407-GGUF", "Mistral-Nemo-Instruct-2407-Q6_K_L.gguf", ("mistralai-Mistral-Nemo-Instruct-2407", None)),
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# TODO: fix this model
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# (PYTHON_TOOL, {"code": "print('Hello, World!')"}, "bartowski/functionary-small-v3.2-GGUF", "functionary-small-v3.2-Q8_0.gguf", ("meetkai-functionary-medium-v3.2", None)),
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# (CODE_INTEPRETER_TOOL, {"code": "print('Hello, World!')"}, "bartowski/functionary-small-v3.2-GGUF", "functionary-small-v3.2-Q8_0.gguf", ("meetkai-functionary-medium-v3.2", None)),
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])
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def test_hello_world_tool_call(tool: dict, expected_arguments: dict, hf_repo: str, hf_file: str, template_override: Tuple[str, str | None] | None):
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global server
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server.n_slots = 1
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server.n_slots = 2
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server.jinja = True
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server.n_ctx = 8192
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server.n_predict = 128
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@ -359,8 +360,8 @@ def test_hello_world_tool_call(tool: dict, expected_arguments: dict, hf_repo: st
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"max_tokens": 256,
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"messages": [
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{"role": "system", "content": "You are a coding assistant."},
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# {"role": "user", "content": "say hello world with python"},
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{"role": "user", "content": "Print a hello world message with python"},
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{"role": "user", "content": "say hello world with python"},
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# {"role": "user", "content": "Print a hello world message with python"},
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],
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"tools": [tool],
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"temperature": 0.5,
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@ -377,7 +378,8 @@ def test_hello_world_tool_call(tool: dict, expected_arguments: dict, hf_repo: st
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elif tool["type"] == "code_interpreter":
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assert re.match('i?python', tool_call["function"]["name"])
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actual_arguments = json.loads(tool_call["function"]["arguments"])
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assert json.dumps(expected_arguments) == json.dumps(actual_arguments), f"tool arguments: {json.dumps(actual_arguments)}, expected: {json.dumps(expected_arguments)}"
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code = actual_arguments["code"]
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assert re.match(r'''print\(("[Hh]ello,? [Ww]orld!?"|'[Hh]ello,? [Ww]orld!?')\)''', code), f'Expected hello world, got {code}'
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def test_logprobs():
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