From 747857250119299d5ad7d29cb7c2cf0d62c3fc83 Mon Sep 17 00:00:00 2001 From: Tommy Date: Thu, 10 Sep 2026 14:29:29 +1000 Subject: [PATCH] add mercury support --- fastllm/acomplete.py | 1 + fastllm/types.py | 7 +++ nbs/00_types.ipynb | 26 +++++++++ nbs/06_acomplete.ipynb | 118 +++++++++++++++++++++++++++++++++-------- 4 files changed, 129 insertions(+), 23 deletions(-) diff --git a/fastllm/acomplete.py b/fastllm/acomplete.py index b21300e..adc2b56 100644 --- a/fastllm/acomplete.py +++ b/fastllm/acomplete.py @@ -33,6 +33,7 @@ "codex": ('openai', 'https://chatgpt.com/backend-api/codex', 'CODEX_AUTH_TOKEN', _codex_json), "moonshot": ('openai_chat', "https://api.moonshot.ai/v1", "MOONSHOT_API_KEY"), "deepseek": ('openai_chat', "https://api.deepseek.com/v1", "DEEPSEEK_API_KEY"), + "inception": ('openai_chat', "https://api.inceptionlabs.ai/v1", "INCEPTION_API_KEY"), "mimo": ('anthropic', "https://api.xiaomimimo.com/anthropic", "MIMO_API_KEY"), "openrouter": ('openai_chat', "https://openrouter.ai/api/v1", "OPENROUTER_API_KEY"), "together": ('openai_chat', "https://api.together.xyz/v1", "TOGETHER_API_KEY"), diff --git a/fastllm/types.py b/fastllm/types.py index dbacc24..a38e8f8 100644 --- a/fastllm/types.py +++ b/fastllm/types.py @@ -234,6 +234,13 @@ def get_model_info(mn, vendor_name=None): register_model_info('glm-5.3-flash', vendor_name='zai', base='glm-5.3-flash', reasoning_effort_levels=['low', 'high', 'max']) register_model_info('accounts/fireworks/models/glm-5p3-flash', vendor_name='fireworks_ai', base='glm-5.3-flash', base_vendor_name='zai') +# %% ../nbs/00_types.ipynb #0a2d3bff +register_model_info( + 'mercury-2.5', vendor_name='inception', **modern_llm, + max_input_tokens=260_000, max_output_tokens=65_536, + input_cost_per_token=0.04e-6, cache_read_input_token_cost=0.004e-6, + output_cost_per_token=0.15e-6) + # %% ../nbs/00_types.ipynb #b6279e07 effort_codes = dict(n='none', l='low', m='medium', h='high', x='xhigh') diff --git a/nbs/00_types.ipynb b/nbs/00_types.ipynb index 4f2e3a6..0d005ee 100644 --- a/nbs/00_types.ipynb +++ b/nbs/00_types.ipynb @@ -771,6 +771,32 @@ "register_model_info('accounts/fireworks/models/glm-5p3-flash', vendor_name='fireworks_ai', base='glm-5.3-flash', base_vendor_name='zai')" ] }, + { + "cell_type": "markdown", + "id": "10186df9", + "metadata": {}, + "source": [ + "[Mercury 2.5](https://docs.inceptionlabs.ai/get-started/models) is a `Diffusion Model` created by `Inception Labs`. The prices below are Inception's `80% off` promotion." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "0a2d3bff", + "metadata": { + "nbdev": { + "export": "true" + } + }, + "outputs": [], + "source": [ + "register_model_info(\n", + " 'mercury-2.5', vendor_name='inception', **modern_llm,\n", + " max_input_tokens=260_000, max_output_tokens=65_536,\n", + " input_cost_per_token=0.04e-6, cache_read_input_token_cost=0.004e-6,\n", + " output_cost_per_token=0.15e-6)" + ] + }, { "cell_type": "markdown", "id": "296a1f82", diff --git a/nbs/06_acomplete.ipynb b/nbs/06_acomplete.ipynb index 240d285..3bb9c08 100644 --- a/nbs/06_acomplete.ipynb +++ b/nbs/06_acomplete.ipynb @@ -167,6 +167,7 @@ " \"codex\": ('openai', 'https://chatgpt.com/backend-api/codex', 'CODEX_AUTH_TOKEN', _codex_json),\n", " \"moonshot\": ('openai_chat', \"https://api.moonshot.ai/v1\", \"MOONSHOT_API_KEY\"),\n", " \"deepseek\": ('openai_chat', \"https://api.deepseek.com/v1\", \"DEEPSEEK_API_KEY\"),\n", + " \"inception\": ('openai_chat', \"https://api.inceptionlabs.ai/v1\", \"INCEPTION_API_KEY\"),\n", " \"mimo\": ('anthropic', \"https://api.xiaomimimo.com/anthropic\", \"MIMO_API_KEY\"),\n", " \"openrouter\": ('openai_chat', \"https://openrouter.ai/api/v1\", \"OPENROUTER_API_KEY\"),\n", " \"together\": ('openai_chat', \"https://api.together.xyz/v1\", \"TOGETHER_API_KEY\"),\n", @@ -194,7 +195,7 @@ { "data": { "text/plain": [ - "['openai', 'openai_chat', 'anthropic', 'gemini']" + "['openai', 'openai_chat', 'anthropic', 'gemini', 'fake_transport']" ] }, "execution_count": null, @@ -514,6 +515,27 @@ "test_eq((cli.base_url, api_name, vendor_name), ('https://api.meta.ai/v1', 'openai_chat', 'meta'))" ] }, + { + "cell_type": "markdown", + "id": "6b2f81fb", + "metadata": {}, + "source": [ + "#### Mercury 2.5\n", + "\n", + "Set `INCEPTION_API_KEY` and use `model='inception/mercury-2.5'`. " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d1998ca2", + "metadata": {}, + "outputs": [], + "source": [ + "cli, api_name, vendor_name = mk_client('inception/mercury-2.5', api_key='example-key')\n", + "test_eq((cli.base_url, api_name, vendor_name), ('https://api.inceptionlabs.ai/v1', 'openai_chat', 'inception'))" + ] + }, { "cell_type": "markdown", "id": "7386aa3f", @@ -572,7 +594,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Unknown vendor 'unknown', please pass a valid one vendor: openai, anthropic, gemini, openai_chat, codex, moonshot, deepseek, mimo, openrouter, together, fireworks_ai, qwen, minimax, meta, zai or pass `api_name`,`base_url` and `api_key`\n" + "Unknown vendor 'unknown', please pass a valid one vendor: openai, anthropic, gemini, openai_chat, codex, moonshot, deepseek, inception, mimo, openrouter, together, fireworks_ai, qwen, minimax, meta, zai or pass `api_name`,`base_url` and `api_key`\n" ] } ], @@ -591,7 +613,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Model unknown model can't be auto resolved, please pass a valid one vendor: openai, anthropic, gemini, openai_chat, codex, moonshot, deepseek, mimo, openrouter, together, fireworks_ai, qwen, minimax, meta, zai or pass `api_name`,`base_url` and `api_key`\n" + "Model unknown model can't be auto resolved, please pass a valid one vendor: openai, anthropic, gemini, openai_chat, codex, moonshot, deepseek, inception, mimo, openrouter, together, fireworks_ai, qwen, minimax, meta, zai or pass `api_name`,`base_url` and `api_key`\n" ] } ], @@ -949,12 +971,12 @@ "\n", "- model: `gpt-4o-mini`\n", "- finish_reason: `stop`\n", - "- usage: `Usage(prompt_tokens=9, completion_tokens=10, total_tokens=19, cached_tokens=0, cache_creation_tokens=0, reasoning_tokens=0, raw={'input_tokens': 9, 'input_tokens_details': {'cached_tokens': 0}, 'output_tokens': 10, 'output_tokens_details': {'reasoning_tokens': 0}, 'total_tokens': 19})`\n", + "- usage: `Usage(prompt_tokens=9, completion_tokens=10, total_tokens=19, cached_tokens=0, cache_creation_tokens=0, reasoning_tokens=0, search_queries=0, raw={'input_tokens': 9, 'input_tokens_details': {'cached_tokens': 0}, 'output_tokens': 10, 'output_tokens_details': {'reasoning_tokens': 0}, 'total_tokens': 19})`\n", "\n", ":::" ], "text/plain": [ - "Completion(model='gpt-4o-mini', message=Msg(role='assistant', content=[Text(raw=None, cache_control=None, text='Hello! 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It's nice to meet you. How are you doing today? Is there anything I can help you with or woul…" + "# Hello!\n", + "\n", + "Nice to meet you. How can I help you today? Whether you have a question, need help with a …" ] }, { "data": { "text/markdown": [ - "Hello! It's nice to meet you. How are you doing today? Is there anything I can help you with or would you like to chat about something in particular?\n", + "# Hello!\n", + "\n", + "Nice to meet you. How can I help you today? Whether you have a question, need help with a task, want to brainstorm ideas, or just want to chat, I'm happy to assist.\n", + "\n", + "What's on your mind?\n", "\n", "::: details\n", "\n", - "- model: `claude-sonnet-4-20250514`\n", + "- model: `claude-sonnet-5`\n", "- finish_reason: `stop`\n", - "- usage: `Usage(prompt_tokens=9, completion_tokens=37, total_tokens=46, cached_tokens=0, cache_creation_tokens=0, reasoning_tokens=0, raw={'input_tokens': 9, 'cache_creation_input_tokens': 0, 'cache_read_input_tokens': 0, 'output_tokens': 37})`\n", + "- usage: `Usage(prompt_tokens=10, completion_tokens=72, total_tokens=82, cached_tokens=0, cache_creation_tokens=0, reasoning_tokens=0, search_queries=0, raw={'input_tokens': 10, 'cache_creation_input_tokens': 0, 'cache_read_input_tokens': 0, 'output_tokens': 72, 'output_tokens_details': {'thinking_tokens': 0}})`\n", "\n", ":::" ], "text/plain": [ - "Completion(model='claude-sonnet-4-20250514', message=Msg(role='assistant', content=[Text(raw=None, cache_control=None, text=\"Hello! 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Is there anything I can help you with or would\"}}), Delta(text=' you like to chat about something in particular?', thinking=None, refusal='', tool_calls=[], citations=[], server_tool_result=None, finish_reason=None, usage=None, raw={'type': 'content_block_delta', 'index': 0, 'delta': {'type': 'text_delta', 'text': ' you like to chat about something in particular?'}}), Delta(text=None, thinking=None, refusal='', tool_calls=[], citations=[], server_tool_result=None, finish_reason=None, usage=None, raw={'type': 'content_block_stop', 'index': 0}), Delta(text='', thinking='', refusal='', tool_calls=[], citations=[], server_tool_result=None, finish_reason=, usage=Usage(prompt_tokens=9, completion_tokens=37, total_tokens=46, cached_tokens=0, cache_creation_tokens=0, reasoning_tokens=0, raw={'input_tokens': 9, 'cache_creation_input_tokens': 0, 'cache_read_input_tokens': 0, 'output_tokens': 37}), raw={'type': 'message_delta', 'delta': {'stop_reason': 'end_turn', 'stop_sequence': None, 'stop_details': None}, 'usage': {'input_tokens': 9, 'cache_creation_input_tokens': 0, 'cache_read_input_tokens': 0, 'output_tokens': 37}}), Delta(text=None, thinking=None, refusal='', tool_calls=[], citations=[], server_tool_result=None, finish_reason=None, usage=None, raw={'type': 'message_stop'})]})" + "Completion(model='claude-sonnet-5', message=Msg(role='assistant', content=[Text(raw=None, cache_control=None, text=\"# Hello!\\n\\nNice to meet you. How can I help you today? Whether you have a question, need help with a task, want to brainstorm ideas, or just want to chat, I'm happy to assist.\\n\\nWhat's on your mind?\", citations=[])], raw={'role': 'assistant', 'content': [{'type': 'text', 'text': \"# Hello!\\n\\nNice to meet you. How can I help you today? Whether you have a question, need help with a task, want to brainstorm ideas, or just want to chat, I'm happy to assist.\\n\\nWhat's on your mind?\"}]}), finish_reason=, usage=Usage(prompt_tokens=10, completion_tokens=72, total_tokens=82, cached_tokens=0, cache_creation_tokens=0, reasoning_tokens=0, search_queries=0, raw={'input_tokens': 10, 'cache_creation_input_tokens': 0, 'cache_read_input_tokens': 0, 'output_tokens': 72, 'output_tokens_details': {'thinking_tokens': 0}}), api_name='anthropic', vendor_name='anthropic', raw={'deltas': [Delta(text=None, thinking=None, refusal='', tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'type': 'message_start', 'message': {'model': 'claude-sonnet-5', 'id': 'msg_011Cef79mGFLa35Qdevc3WKg', 'type': 'message', 'role': 'assistant', 'content': [], 'stop_reason': None, 'stop_sequence': None, 'stop_details': None, 'usage': {'input_tokens': 10, 'cache_creation_input_tokens': 0, 'cache_read_input_tokens': 0, 'cache_creation': {'ephemeral_5m_input_tokens': 0, 'ephemeral_1h_input_tokens': 0}, 'output_tokens': 1, 'service_tier': 'standard', 'inference_geo': 'global'}}}), Delta(text=None, thinking=None, refusal='', tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'type': 'content_block_start', 'index': 0, 'content_block': {'type': 'text', 'text': ''}}), Delta(text=None, thinking=None, refusal='', tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'type': 'ping'}), Delta(text='#', thinking=None, refusal='', tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'type': 'content_block_delta', 'index': 0, 'delta': {'type': 'text_delta', 'text': '#'}}), Delta(text=' Hello!\\n\\nNice to meet you. How can I help you today? Whether you have a question, need help with a task, want to brainstorm ideas, or just want to ch', thinking=None, refusal='', tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'type': 'content_block_delta', 'index': 0, 'delta': {'type': 'text_delta', 'text': ' Hello!\\n\\nNice to meet you. How can I help you today? Whether you have a question, need help with a task, want to brainstorm ideas, or just want to ch'}}), Delta(text=\"at, I'm happy to assist.\\n\\nWhat's on your mind?\", thinking=None, refusal='', tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'type': 'content_block_delta', 'index': 0, 'delta': {'type': 'text_delta', 'text': \"at, I'm happy to assist.\\n\\nWhat's on your mind?\"}}), Delta(text=None, thinking=None, refusal='', tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'type': 'content_block_stop', 'index': 0}), Delta(text='', thinking='', refusal='', tool_calls=[], citations=[], finish_reason=, usage=Usage(prompt_tokens=10, completion_tokens=72, total_tokens=82, cached_tokens=0, cache_creation_tokens=0, reasoning_tokens=0, search_queries=0, raw={'input_tokens': 10, 'cache_creation_input_tokens': 0, 'cache_read_input_tokens': 0, 'output_tokens': 72, 'output_tokens_details': {'thinking_tokens': 0}}), raw={'type': 'message_delta', 'delta': {'stop_reason': 'end_turn', 'stop_sequence': None, 'stop_details': None}, 'usage': {'input_tokens': 10, 'cache_creation_input_tokens': 0, 'cache_read_input_tokens': 0, 'output_tokens': 72, 'output_tokens_details': {'thinking_tokens': 0}}}), Delta(text=None, thinking=None, refusal='', tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'type': 'message_stop'})]})" ] }, "execution_count": null, @@ -1268,12 +1296,12 @@ "\n", "- model: `models/gemini-3-flash-preview`\n", "- finish_reason: `stop`\n", - "- usage: `Usage(prompt_tokens=3, completion_tokens=9, total_tokens=35, cached_tokens=0, cache_creation_tokens=0, reasoning_tokens=23, raw={'promptTokenCount': 3, 'candidatesTokenCount': 9, 'totalTokenCount': 35, 'promptTokensDetails': [{'modality': 'TEXT', 'tokenCount': 3}], 'thoughtsTokenCount': 23, 'serviceTier': 'standard'})`\n", + "- usage: `Usage(prompt_tokens=3, completion_tokens=9, total_tokens=35, cached_tokens=0, cache_creation_tokens=0, reasoning_tokens=23, search_queries=0, raw={'promptTokenCount': 3, 'candidatesTokenCount': 9, 'totalTokenCount': 35, 'promptTokensDetails': [{'modality': 'TEXT', 'tokenCount': 3}], 'thoughtsTokenCount': 23, 'serviceTier': 'standard'})`\n", "\n", ":::" ], "text/plain": [ - "Completion(model='models/gemini-3-flash-preview', message=Msg(role='assistant', content=[Text(raw=None, cache_control=None, text='Hello! How can I help you today?', citations=[])]), finish_reason=, usage=Usage(prompt_tokens=3, completion_tokens=9, total_tokens=35, cached_tokens=0, cache_creation_tokens=0, reasoning_tokens=23, raw={'promptTokenCount': 3, 'candidatesTokenCount': 9, 'totalTokenCount': 35, 'promptTokensDetails': [{'modality': 'TEXT', 'tokenCount': 3}], 'thoughtsTokenCount': 23, 'serviceTier': 'standard'}), api_name='gemini', vendor_name='gemini', raw={'deltas': [Delta(text='Hello! How can I help you today?', thinking='', refusal='', tool_calls=[], citations=[], server_tool_result=None, finish_reason=None, usage=Usage(prompt_tokens=3, completion_tokens=9, total_tokens=35, cached_tokens=0, cache_creation_tokens=0, reasoning_tokens=23, raw={'promptTokenCount': 3, 'candidatesTokenCount': 9, 'totalTokenCount': 35, 'promptTokensDetails': [{'modality': 'TEXT', 'tokenCount': 3}], 'thoughtsTokenCount': 23, 'serviceTier': 'standard'}), raw={'candidates': [{'content': {'parts': [{'text': 'Hello! 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How can I help you today?', citations=[])], raw={'role': 'model', 'parts': [{'text': 'Hello! How can I help you today?', 'thoughtSignature': 'ErkBCrYBAQw51sf6XKqYlAH0hfjkKYIf2UGH2zQzCbpusz4xPgjpm8sfiwdjf3sXmr4Ii0wXe5/JEaUY/gx6M2+GkSZj+D+bV12cYzLNZe0H2Jv27iPgCCH3/gNLkwz6sNcaxM3SdQ8ldXf/7Mj5gVBTedYL9LB8XkQPoF6jayDn5/lpR5iYmPXcd9NCgWRT73OoRbsbKqg1LLJcHclabsBZkCqQU8/PqDZrPPzP8KAaUgCS1sMzQPIqI54='}]}), finish_reason=, usage=Usage(prompt_tokens=3, completion_tokens=9, total_tokens=35, cached_tokens=0, cache_creation_tokens=0, reasoning_tokens=23, search_queries=0, raw={'promptTokenCount': 3, 'candidatesTokenCount': 9, 'totalTokenCount': 35, 'promptTokensDetails': [{'modality': 'TEXT', 'tokenCount': 3}], 'thoughtsTokenCount': 23, 'serviceTier': 'standard'}), api_name='gemini', vendor_name='gemini', raw={'deltas': [Delta(text='Hello! 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I should respond in a friendly, welcoming manner while being helpful and asking how I can assist them today.\\n\\nI want to:\\n1. Greet them back warmly\\n2. Ask what I can help them with\\n3. Keep it open-ended so they can ask about anything\\n\\nI should avoid being too formal or too casual - somewhere in the middle is best. Something like \"Hello! How can I help you today?\" works well, or I could add a bit more warmth.\\n\\nLet me go with a friendly but professional greeting that invites them to share what they need.', showthink=False), Text(raw=None, cache_control=None, text='Hello! How can I help you today?', citations=[])]), finish_reason='stop', usage=Usage(prompt_tokens=10, completion_tokens=139, total_tokens=149, cached_tokens=3, cache_creation_tokens=0, reasoning_tokens=0, raw={'prompt_tokens': 10, 'total_tokens': 149, 'completion_tokens': 139, 'prompt_tokens_details': {'cached_tokens': 3}}), api_name='openai_chat', vendor_name='fireworks_ai', raw={'deltas': [Delta(text=None, thinking=None, refusal=None, tool_calls=[], citations=[], server_tool_result=None, finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'role': 'assistant'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking='The', refusal=None, tool_calls=[], citations=[], server_tool_result=None, finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 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None}), Delta(text=None, thinking=' help', refusal=None, tool_calls=[], citations=[], server_tool_result=None, finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' help'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' them', refusal=None, tool_calls=[], citations=[], server_tool_result=None, finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' them'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' with', refusal=None, tool_calls=[], citations=[], server_tool_result=None, finish_reason=None, usage=None, 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None}), Delta(text=None, thinking=' it', refusal=None, tool_calls=[], citations=[], server_tool_result=None, finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' it'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' open', refusal=None, tool_calls=[], citations=[], server_tool_result=None, finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' open'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking='-ended', refusal=None, tool_calls=[], citations=[], server_tool_result=None, finish_reason=None, usage=None, raw={'id': 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thinking=' too', refusal=None, tool_calls=[], citations=[], server_tool_result=None, finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' too'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' formal', refusal=None, tool_calls=[], citations=[], server_tool_result=None, finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' formal'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' or', refusal=None, tool_calls=[], citations=[], server_tool_result=None, finish_reason=None, usage=None, raw={'id': 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thinking=' in', refusal=None, tool_calls=[], citations=[], server_tool_result=None, finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' in'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' the', refusal=None, tool_calls=[], citations=[], server_tool_result=None, finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' the'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' middle', refusal=None, tool_calls=[], citations=[], server_tool_result=None, finish_reason=None, usage=None, raw={'id': 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thinking=' like', refusal=None, tool_calls=[], citations=[], server_tool_result=None, finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' like'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' \"', refusal=None, tool_calls=[], citations=[], server_tool_result=None, finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' \"'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking='Hello', refusal=None, tool_calls=[], citations=[], server_tool_result=None, finish_reason=None, usage=None, raw={'id': 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'choices': [{'index': 0, 'delta': {'reasoning_content': ' How'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' can', refusal=None, tool_calls=[], citations=[], server_tool_result=None, finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' can'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' I', refusal=None, tool_calls=[], citations=[], server_tool_result=None, finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' I'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' 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or', refusal=None, tool_calls=[], citations=[], server_tool_result=None, finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' or'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' I', refusal=None, tool_calls=[], citations=[], server_tool_result=None, finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' I'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' could', refusal=None, tool_calls=[], citations=[], server_tool_result=None, finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' could'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' add', refusal=None, tool_calls=[], citations=[], server_tool_result=None, finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' add'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' a', refusal=None, tool_calls=[], citations=[], server_tool_result=None, finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' a'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' bit', refusal=None, tool_calls=[], citations=[], server_tool_result=None, finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' bit'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' more', refusal=None, tool_calls=[], citations=[], server_tool_result=None, finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' more'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' warmth', refusal=None, tool_calls=[], citations=[], server_tool_result=None, finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' warmth'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking='.\\n\\n', refusal=None, tool_calls=[], citations=[], server_tool_result=None, finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': '.\\n\\n'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking='Let', refusal=None, tool_calls=[], citations=[], server_tool_result=None, finish_reason=None, usage=None, raw={'id': 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'choices': [{'index': 0, 'delta': {'reasoning_content': ' go'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' with', refusal=None, tool_calls=[], citations=[], server_tool_result=None, finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' with'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' a', refusal=None, tool_calls=[], citations=[], server_tool_result=None, finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' a'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' 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None}], 'usage': None}), Delta(text=None, thinking=' to', refusal=None, tool_calls=[], citations=[], server_tool_result=None, finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' to'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' share', refusal=None, tool_calls=[], citations=[], server_tool_result=None, finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' share'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' what', refusal=None, tool_calls=[], citations=[], server_tool_result=None, finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' what'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' they', refusal=None, tool_calls=[], citations=[], server_tool_result=None, finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' they'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' need', refusal=None, tool_calls=[], citations=[], server_tool_result=None, finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' need'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking='.', refusal=None, tool_calls=[], citations=[], server_tool_result=None, finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': '.'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text='Hello', thinking=None, refusal=None, tool_calls=[], citations=[], server_tool_result=None, finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'content': 'Hello'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text='!', thinking=None, refusal=None, tool_calls=[], citations=[], server_tool_result=None, finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'content': '!'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=' How', thinking=None, refusal=None, tool_calls=[], citations=[], server_tool_result=None, finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'content': ' How'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=' can', thinking=None, refusal=None, tool_calls=[], citations=[], server_tool_result=None, finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'content': ' can'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=' I', thinking=None, refusal=None, tool_calls=[], citations=[], server_tool_result=None, finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'content': ' I'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=' help', thinking=None, refusal=None, tool_calls=[], citations=[], server_tool_result=None, finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'content': ' help'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=' you', thinking=None, refusal=None, tool_calls=[], citations=[], server_tool_result=None, finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'content': ' you'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=' today', thinking=None, refusal=None, tool_calls=[], citations=[], server_tool_result=None, finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'content': ' today'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text='?', thinking=None, refusal=None, tool_calls=[], citations=[], server_tool_result=None, finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'content': '?'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=None, refusal=None, tool_calls=[], citations=[], server_tool_result=None, finish_reason='stop', usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {}, 'finish_reason': 'stop', 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=None, refusal=None, tool_calls=[], citations=[], server_tool_result=None, finish_reason=None, usage=Usage(prompt_tokens=10, completion_tokens=139, total_tokens=149, cached_tokens=3, cache_creation_tokens=0, reasoning_tokens=0, raw={'prompt_tokens': 10, 'total_tokens': 149, 'completion_tokens': 139, 'prompt_tokens_details': {'cached_tokens': 3}}), raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [], 'usage': {'prompt_tokens': 10, 'total_tokens': 149, 'completion_tokens': 139, 'prompt_tokens_details': {'cached_tokens': 3}}})]})" + "Completion(model='accounts/fireworks/models/kimi-k2p5', message=Msg(role='assistant', content=[Thinking(raw=None, cache_control=None, text='The user just said \"Hello!\" which is a simple greeting. I should respond in a friendly, welcoming manner while being helpful and asking how I can assist them today.\\n\\nI want to:\\n1. Greet them back warmly\\n2. Ask what I can help them with\\n3. Keep it open-ended so they can ask about anything\\n\\nI should avoid being too formal or too casual - somewhere in the middle is best. Something like \"Hello! How can I help you today?\" works well, or I could add a bit more warmth.\\n\\nLet me go with a friendly but professional greeting that invites them to share what they need.', showthink=False), Text(raw=None, cache_control=None, text='Hello! How can I help you today?', citations=[])], raw={'role': 'assistant', 'content': 'Hello! How can I help you today?', 'reasoning_content': 'The user just said \"Hello!\" which is a simple greeting. I should respond in a friendly, welcoming manner while being helpful and asking how I can assist them today.\\n\\nI want to:\\n1. Greet them back warmly\\n2. Ask what I can help them with\\n3. Keep it open-ended so they can ask about anything\\n\\nI should avoid being too formal or too casual - somewhere in the middle is best. Something like \"Hello! 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citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': 'The'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' user', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' user'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' just', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 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refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': 'Hello'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking='!\"', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': '!\"'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' which', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 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'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' a'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' friendly', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' friendly'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=',', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ','}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' 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1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' while'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' being', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' being'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' helpful', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' helpful'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' and', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' and'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' asking', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' asking'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' how', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' how'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' I', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' I'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' can', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' can'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' assist', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' assist'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' them', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' them'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' today', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' today'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking='.\\n\\n', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': '.\\n\\n'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking='I', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': 'I'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' want', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' want'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' to', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' to'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=':\\n', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ':\\n'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking='1', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': '1'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking='.', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': '.'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' G', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' G'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking='reet', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': 'reet'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' them', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' them'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' back', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' back'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' warmly', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' warmly'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking='\\n', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': '\\n'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking='2', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': '2'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking='.', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': '.'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' Ask', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' Ask'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' what', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' what'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' I', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' I'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' can', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' can'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' help', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' help'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' them', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' them'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' with', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' with'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking='\\n', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': '\\n'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking='3', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': '3'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking='.', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': '.'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' Keep', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' Keep'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' it', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' it'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' open', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' open'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking='-ended', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': '-ended'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' so', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' so'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' they', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' they'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' can', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' can'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' ask', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' ask'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' about', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' about'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' anything', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' anything'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking='\\n\\n', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': '\\n\\n'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking='I', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': 'I'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' should', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' should'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' avoid', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' avoid'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' being', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' being'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' too', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' too'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' formal', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' formal'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' or', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' or'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' too', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' too'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' casual', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' casual'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' -', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' -'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' somewhere', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' somewhere'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' in', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' in'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' the', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' the'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' middle', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' middle'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' is', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' is'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' best', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' best'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking='.', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': '.'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' Something', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' Something'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' like', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' like'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' \"', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' \"'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking='Hello', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': 'Hello'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking='!', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': '!'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' How', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' How'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' can', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' can'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' I', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' I'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' help', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' help'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' you', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' you'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' today', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' today'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking='?\"', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': '?\"'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' works', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' works'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' well', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' well'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=',', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ','}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' or', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' or'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' I', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' I'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' could', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' could'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' add', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' add'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' a', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' a'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' bit', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' bit'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' more', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' more'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' warmth', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' warmth'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking='.\\n\\n', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': '.\\n\\n'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking='Let', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': 'Let'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' me', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' me'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' go', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' go'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' with', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' with'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' a', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' a'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' friendly', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' friendly'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' but', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-f181ff7955204ffc89bb51005e2d6b04', 'object': 'chat.completion.chunk', 'created': 1781269455, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' but'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' professional', refusal=None, tool_calls=[], citations=[], 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`accounts/fireworks/models/kimi-k2p5`\n", "- finish_reason: `stop`\n", - "- usage: `Usage(prompt_tokens=10, completion_tokens=108, total_tokens=118, cached_tokens=9, cache_creation_tokens=0, reasoning_tokens=0, raw={'prompt_tokens': 10, 'total_tokens': 118, 'completion_tokens': 108, 'prompt_tokens_details': {'cached_tokens': 9}})`\n", + "- usage: `Usage(prompt_tokens=10, completion_tokens=108, total_tokens=118, cached_tokens=9, cache_creation_tokens=0, reasoning_tokens=0, search_queries=0, raw={'prompt_tokens': 10, 'total_tokens': 118, 'completion_tokens': 108, 'prompt_tokens_details': {'cached_tokens': 9}})`\n", "\n", ":::" ], "text/plain": [ - "Completion(model='accounts/fireworks/models/kimi-k2p5', message=Msg(role='assistant', content=[Thinking(raw=None, cache_control=None, text='The user has simply said \"Hello!\" which is a greeting. I should respond warmly and politely, acknowledging their greeting and asking how I can help them today. This is a straightforward conversational opening, so I don\\'t need to do anything complex - just be friendly and invite them to ask whatever they need.\\n\\nI should:\\n1. Greet them back\\n2. Ask how I can assist them\\n3. Keep it concise but welcoming\\n\\nNo special formatting needed, just a natural response.', showthink=False), Text(raw=None, cache_control=None, text='Hello! 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None}], 'usage': None}), Delta(text=None, thinking=' to', refusal=None, tool_calls=[], citations=[], server_tool_result=None, finish_reason=None, usage=None, raw={'id': 'chatcmpl-e5fa2774908a46a39ff10ebd153996a7', 'object': 'chat.completion.chunk', 'created': 1781269537, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' to'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' ask', refusal=None, tool_calls=[], citations=[], server_tool_result=None, finish_reason=None, usage=None, raw={'id': 'chatcmpl-e5fa2774908a46a39ff10ebd153996a7', 'object': 'chat.completion.chunk', 'created': 1781269537, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' ask'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' whatever', refusal=None, tool_calls=[], citations=[], server_tool_result=None, finish_reason=None, 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finish_reason=None, usage=None, raw={'id': 'chatcmpl-e5fa2774908a46a39ff10ebd153996a7', 'object': 'chat.completion.chunk', 'created': 1781269537, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' just'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' a', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-e5fa2774908a46a39ff10ebd153996a7', 'object': 'chat.completion.chunk', 'created': 1781269537, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' a'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' natural', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-e5fa2774908a46a39ff10ebd153996a7', 'object': 'chat.completion.chunk', 'created': 1781269537, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' natural'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking=' response', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-e5fa2774908a46a39ff10ebd153996a7', 'object': 'chat.completion.chunk', 'created': 1781269537, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': ' response'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=None, thinking='.', refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-e5fa2774908a46a39ff10ebd153996a7', 'object': 'chat.completion.chunk', 'created': 1781269537, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'reasoning_content': '.'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text='Hello', thinking=None, refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-e5fa2774908a46a39ff10ebd153996a7', 'object': 'chat.completion.chunk', 'created': 1781269537, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'content': 'Hello'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text='!', thinking=None, refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-e5fa2774908a46a39ff10ebd153996a7', 'object': 'chat.completion.chunk', 'created': 1781269537, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'content': '!'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=' How', thinking=None, refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-e5fa2774908a46a39ff10ebd153996a7', 'object': 'chat.completion.chunk', 'created': 1781269537, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'content': ' How'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=' can', thinking=None, refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-e5fa2774908a46a39ff10ebd153996a7', 'object': 'chat.completion.chunk', 'created': 1781269537, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'content': ' can'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=' I', thinking=None, refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-e5fa2774908a46a39ff10ebd153996a7', 'object': 'chat.completion.chunk', 'created': 1781269537, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [{'index': 0, 'delta': {'content': ' I'}, 'finish_reason': None, 'raw_output': None}], 'usage': None}), Delta(text=' help', thinking=None, refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 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cache_creation_tokens=0, reasoning_tokens=0, search_queries=0, raw={'prompt_tokens': 10, 'total_tokens': 118, 'completion_tokens': 108, 'prompt_tokens_details': {'cached_tokens': 9}}), raw={'id': 'chatcmpl-e5fa2774908a46a39ff10ebd153996a7', 'object': 'chat.completion.chunk', 'created': 1781269537, 'model': 'accounts/fireworks/models/kimi-k2p5', 'choices': [], 'usage': {'prompt_tokens': 10, 'total_tokens': 118, 'completion_tokens': 108, 'prompt_tokens_details': {'cached_tokens': 9}}})]})" ] }, "execution_count": null, @@ -1447,12 +1475,12 @@ "\n", "- model: `glm-5.3-flash`\n", "- finish_reason: `stop`\n", - "- usage: `Usage(prompt_tokens=14, completion_tokens=219, total_tokens=233, cached_tokens=0, cache_creation_tokens=0, reasoning_tokens=183, raw={'prompt_tokens': 14, 'completion_tokens': 219, 'total_tokens': 233, 'prompt_tokens_details': {'cached_tokens': 0}, 'completion_tokens_details': {'reasoning_tokens': 183}})`\n", + "- usage: `Usage(prompt_tokens=14, completion_tokens=219, total_tokens=233, cached_tokens=0, cache_creation_tokens=0, reasoning_tokens=183, search_queries=0, raw={'prompt_tokens': 14, 'completion_tokens': 219, 'total_tokens': 233, 'prompt_tokens_details': {'cached_tokens': 0}, 'completion_tokens_details': {'reasoning_tokens': 183}})`\n", "\n", ":::" ], "text/plain": [ - "Completion(model='glm-5.3-flash', message=Msg(role='assistant', content=[Thinking(raw=None, cache_control=None, text='Let me consider how to respond to this greeting thoughtfully.\\n\\nThe user has started with a simple \"Hello!\" - this is likely the beginning of a conversation. I should respond in a way that\\'s both welcoming and open-ended.\\n\\nFirst, I\\'ll acknowledge their greeting warmly. Then I should introduce myself briefly to establish context, since this is our first interaction. I should also express my willingness to help while inviting them to share what\\'s on their mind.\\n\\nI need to make sure my response feels natural and conversational, not overly formal or robotic. It would be good to end with an open question that encourages them to continue the dialogue.\\n\\nThe key is to create a friendly atmosphere where they feel comfortable sharing what they need assistance with. This initial exchange sets the tone for our entire conversation, so it\\'s important to get it right.\\n\\nLet me craft a response that\\'s welcoming, informative, and encourages further conversation.', showthink=False), Text(raw=None, cache_control=None, text=\"Hello! I'm GLM, trained by Z.ai. How can I help you today? 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'object': 'chat.completion.chunk', 'model': 'glm-5.3-flash', 'choices': [{'index': 0, 'delta': {'role': 'assistant', 'reasoning_content': ' encourages'}}]}), Delta(text=None, thinking=' them', refusal=None, tool_calls=[], citations=[], server_tool_result=None, finish_reason=None, usage=None, raw={'id': '20260827100351933757fa98c44c02', 'created': 1787796231, 'object': 'chat.completion.chunk', 'model': 'glm-5.3-flash', 'choices': [{'index': 0, 'delta': {'role': 'assistant', 'reasoning_content': ' them'}}]}), Delta(text=None, thinking=' to', refusal=None, tool_calls=[], citations=[], server_tool_result=None, finish_reason=None, usage=None, raw={'id': '20260827100351933757fa98c44c02', 'created': 1787796231, 'object': 'chat.completion.chunk', 'model': 'glm-5.3-flash', 'choices': [{'index': 0, 'delta': {'role': 'assistant', 'reasoning_content': ' to'}}]}), Delta(text=None, thinking=' continue', refusal=None, tool_calls=[], citations=[], server_tool_result=None, finish_reason=None, usage=None, raw={'id': '20260827100351933757fa98c44c02', 'created': 1787796231, 'object': 'chat.completion.chunk', 'model': 'glm-5.3-flash', 'choices': [{'index': 0, 'delta': {'role': 'assistant', 'reasoning_content': ' continue'}}]}), Delta(text=None, thinking=' the', refusal=None, tool_calls=[], citations=[], server_tool_result=None, finish_reason=None, usage=None, raw={'id': '20260827100351933757fa98c44c02', 'created': 1787796231, 'object': 'chat.completion.chunk', 'model': 'glm-5.3-flash', 'choices': [{'index': 0, 'delta': {'role': 'assistant', 'reasoning_content': ' the'}}]}), Delta(text=None, thinking=' dialogue', refusal=None, tool_calls=[], citations=[], server_tool_result=None, finish_reason=None, usage=None, raw={'id': '20260827100351933757fa98c44c02', 'created': 1787796231, 'object': 'chat.completion.chunk', 'model': 'glm-5.3-flash', 'choices': [{'index': 0, 'delta': {'role': 'assistant', 'reasoning_content': ' dialogue'}}]}), Delta(text=None, thinking='.\\n\\n', refusal=None, tool_calls=[], citations=[], server_tool_result=None, finish_reason=None, usage=None, raw={'id': '20260827100351933757fa98c44c02', 'created': 1787796231, 'object': 'chat.completion.chunk', 'model': 'glm-5.3-flash', 'choices': [{'index': 0, 'delta': {'role': 'assistant', 'reasoning_content': '.\\n\\n'}}]}), Delta(text=None, thinking='The', refusal=None, tool_calls=[], citations=[], server_tool_result=None, finish_reason=None, usage=None, raw={'id': '20260827100351933757fa98c44c02', 'created': 1787796231, 'object': 'chat.completion.chunk', 'model': 'glm-5.3-flash', 'choices': [{'index': 0, 'delta': {'role': 'assistant', 'reasoning_content': 'The'}}]}), Delta(text=None, thinking=' key', refusal=None, tool_calls=[], citations=[], server_tool_result=None, finish_reason=None, usage=None, raw={'id': '20260827100351933757fa98c44c02', 'created': 1787796231, 'object': 'chat.completion.chunk', 'model': 'glm-5.3-flash', 'choices': [{'index': 0, 'delta': {'role': 'assistant', 'reasoning_content': ' key'}}]}), Delta(text=None, thinking=' is', refusal=None, tool_calls=[], citations=[], server_tool_result=None, finish_reason=None, usage=None, raw={'id': '20260827100351933757fa98c44c02', 'created': 1787796231, 'object': 'chat.completion.chunk', 'model': 'glm-5.3-flash', 'choices': [{'index': 0, 'delta': {'role': 'assistant', 'reasoning_content': ' is'}}]}), Delta(text=None, thinking=' to', refusal=None, tool_calls=[], citations=[], server_tool_result=None, finish_reason=None, usage=None, raw={'id': '20260827100351933757fa98c44c02', 'created': 1787796231, 'object': 'chat.completion.chunk', 'model': 'glm-5.3-flash', 'choices': [{'index': 0, 'delta': {'role': 'assistant', 'reasoning_content': ' to'}}]}), Delta(text=None, thinking=' create', refusal=None, tool_calls=[], citations=[], server_tool_result=None, finish_reason=None, usage=None, raw={'id': '20260827100351933757fa98c44c02', 'created': 1787796231, 'object': 'chat.completion.chunk', 'model': 'glm-5.3-flash', 'choices': [{'index': 0, 'delta': {'role': 'assistant', 'reasoning_content': ' create'}}]}), Delta(text=None, thinking=' a', refusal=None, tool_calls=[], citations=[], server_tool_result=None, finish_reason=None, usage=None, raw={'id': '20260827100351933757fa98c44c02', 'created': 1787796231, 'object': 'chat.completion.chunk', 'model': 'glm-5.3-flash', 'choices': [{'index': 0, 'delta': {'role': 'assistant', 'reasoning_content': ' a'}}]}), Delta(text=None, thinking=' friendly', refusal=None, tool_calls=[], citations=[], server_tool_result=None, finish_reason=None, usage=None, raw={'id': '20260827100351933757fa98c44c02', 'created': 1787796231, 'object': 'chat.completion.chunk', 'model': 'glm-5.3-flash', 'choices': [{'index': 0, 'delta': {'role': 'assistant', 'reasoning_content': ' friendly'}}]}), Delta(text=None, thinking=' atmosphere', refusal=None, tool_calls=[], citations=[], server_tool_result=None, finish_reason=None, usage=None, raw={'id': '20260827100351933757fa98c44c02', 'created': 1787796231, 'object': 'chat.completion.chunk', 'model': 'glm-5.3-flash', 'choices': [{'index': 0, 'delta': {'role': 'assistant', 'reasoning_content': ' atmosphere'}}]}), Delta(text=None, thinking=' where', refusal=None, tool_calls=[], citations=[], server_tool_result=None, finish_reason=None, usage=None, raw={'id': '20260827100351933757fa98c44c02', 'created': 1787796231, 'object': 'chat.completion.chunk', 'model': 'glm-5.3-flash', 'choices': [{'index': 0, 'delta': {'role': 'assistant', 'reasoning_content': ' where'}}]}), Delta(text=None, thinking=' they', refusal=None, tool_calls=[], citations=[], server_tool_result=None, finish_reason=None, usage=None, raw={'id': '20260827100351933757fa98c44c02', 'created': 1787796231, 'object': 'chat.completion.chunk', 'model': 'glm-5.3-flash', 'choices': [{'index': 0, 'delta': {'role': 'assistant', 'reasoning_content': ' they'}}]}), Delta(text=None, thinking=' feel', refusal=None, tool_calls=[], citations=[], server_tool_result=None, finish_reason=None, usage=None, raw={'id': '20260827100351933757fa98c44c02', 'created': 1787796231, 'object': 'chat.completion.chunk', 'model': 'glm-5.3-flash', 'choices': [{'index': 0, 'delta': {'role': 'assistant', 'reasoning_content': ' feel'}}]}), Delta(text=None, thinking=' comfortable', refusal=None, tool_calls=[], citations=[], server_tool_result=None, finish_reason=None, usage=None, raw={'id': '20260827100351933757fa98c44c02', 'created': 1787796231, 'object': 'chat.completion.chunk', 'model': 'glm-5.3-flash', 'choices': [{'index': 0, 'delta': {'role': 'assistant', 'reasoning_content': ' comfortable'}}]}), Delta(text=None, thinking=' sharing', refusal=None, tool_calls=[], citations=[], server_tool_result=None, finish_reason=None, usage=None, raw={'id': '20260827100351933757fa98c44c02', 'created': 1787796231, 'object': 'chat.completion.chunk', 'model': 'glm-5.3-flash', 'choices': [{'index': 0, 'delta': {'role': 'assistant', 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the'}}]}), Delta(text=None, thinking=' tone', refusal=None, tool_calls=[], citations=[], server_tool_result=None, finish_reason=None, usage=None, raw={'id': '20260827100351933757fa98c44c02', 'created': 1787796231, 'object': 'chat.completion.chunk', 'model': 'glm-5.3-flash', 'choices': [{'index': 0, 'delta': {'role': 'assistant', 'reasoning_content': ' tone'}}]}), Delta(text=None, thinking=' for', refusal=None, tool_calls=[], citations=[], server_tool_result=None, finish_reason=None, usage=None, raw={'id': '20260827100351933757fa98c44c02', 'created': 1787796231, 'object': 'chat.completion.chunk', 'model': 'glm-5.3-flash', 'choices': [{'index': 0, 'delta': {'role': 'assistant', 'reasoning_content': ' for'}}]}), Delta(text=None, thinking=' our', refusal=None, tool_calls=[], citations=[], server_tool_result=None, finish_reason=None, usage=None, raw={'id': '20260827100351933757fa98c44c02', 'created': 1787796231, 'object': 'chat.completion.chunk', 'model': 'glm-5.3-flash', 'choices': [{'index': 0, 'delta': {'role': 'assistant', 'reasoning_content': ' our'}}]}), Delta(text=None, thinking=' entire', refusal=None, tool_calls=[], citations=[], server_tool_result=None, finish_reason=None, usage=None, raw={'id': '20260827100351933757fa98c44c02', 'created': 1787796231, 'object': 'chat.completion.chunk', 'model': 'glm-5.3-flash', 'choices': [{'index': 0, 'delta': {'role': 'assistant', 'reasoning_content': ' entire'}}]}), Delta(text=None, thinking=' conversation', refusal=None, tool_calls=[], citations=[], server_tool_result=None, finish_reason=None, usage=None, raw={'id': '20260827100351933757fa98c44c02', 'created': 1787796231, 'object': 'chat.completion.chunk', 'model': 'glm-5.3-flash', 'choices': [{'index': 0, 'delta': {'role': 'assistant', 'reasoning_content': ' conversation'}}]}), Delta(text=None, thinking=',', refusal=None, tool_calls=[], citations=[], server_tool_result=None, finish_reason=None, usage=None, raw={'id': '20260827100351933757fa98c44c02', 'created': 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raw={'id': '20260827100351933757fa98c44c02', 'created': 1787796231, 'object': 'chat.completion.chunk', 'model': 'glm-5.3-flash', 'choices': [{'index': 0, 'delta': {'role': 'assistant', 'reasoning_content': \"'s\"}}]}), Delta(text=None, thinking=' important', refusal=None, tool_calls=[], citations=[], server_tool_result=None, finish_reason=None, usage=None, raw={'id': '20260827100351933757fa98c44c02', 'created': 1787796231, 'object': 'chat.completion.chunk', 'model': 'glm-5.3-flash', 'choices': [{'index': 0, 'delta': {'role': 'assistant', 'reasoning_content': ' important'}}]}), Delta(text=None, thinking=' to', refusal=None, tool_calls=[], citations=[], server_tool_result=None, finish_reason=None, usage=None, raw={'id': '20260827100351933757fa98c44c02', 'created': 1787796231, 'object': 'chat.completion.chunk', 'model': 'glm-5.3-flash', 'choices': [{'index': 0, 'delta': {'role': 'assistant', 'reasoning_content': ' to'}}]}), Delta(text=None, thinking=' get', refusal=None, tool_calls=[], 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Feel free to ask any questions or share topics you'd like to discuss.\", citations=[])], raw={'role': 'assistant', 'content': \"Hello! I'm GLM, trained by Z.ai. How can I help you today? Feel free to ask any questions or share topics you'd like to discuss.\", 'reasoning_content': 'Let me consider how to respond to this greeting thoughtfully.\\n\\nThe user has started with a simple \"Hello!\" - this is likely the beginning of a conversation. I should respond in a way that\\'s both welcoming and open-ended.\\n\\nFirst, I\\'ll acknowledge their greeting warmly. Then I should introduce myself briefly to establish context, since this is our first interaction. I should also express my willingness to help while inviting them to share what\\'s on their mind.\\n\\nI need to make sure my response feels natural and conversational, not overly formal or robotic. 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you'}}]}), Delta(text=' today', thinking=None, refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': '20260827100351933757fa98c44c02', 'created': 1787796231, 'object': 'chat.completion.chunk', 'model': 'glm-5.3-flash', 'choices': [{'index': 0, 'delta': {'role': 'assistant', 'content': ' today'}}]}), Delta(text='?', thinking=None, refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': '20260827100351933757fa98c44c02', 'created': 1787796231, 'object': 'chat.completion.chunk', 'model': 'glm-5.3-flash', 'choices': [{'index': 0, 'delta': {'role': 'assistant', 'content': '?'}}]}), Delta(text=' Feel', thinking=None, refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': '20260827100351933757fa98c44c02', 'created': 1787796231, 'object': 'chat.completion.chunk', 'model': 'glm-5.3-flash', 'choices': [{'index': 0, 'delta': {'role': 'assistant', 'content': ' Feel'}}]}), Delta(text=' free', thinking=None, refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': '20260827100351933757fa98c44c02', 'created': 1787796231, 'object': 'chat.completion.chunk', 'model': 'glm-5.3-flash', 'choices': [{'index': 0, 'delta': {'role': 'assistant', 'content': ' free'}}]}), Delta(text=' to', thinking=None, refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': '20260827100351933757fa98c44c02', 'created': 1787796231, 'object': 'chat.completion.chunk', 'model': 'glm-5.3-flash', 'choices': [{'index': 0, 'delta': {'role': 'assistant', 'content': ' to'}}]}), Delta(text=' ask', thinking=None, refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': '20260827100351933757fa98c44c02', 'created': 1787796231, 'object': 'chat.completion.chunk', 'model': 'glm-5.3-flash', 'choices': [{'index': 0, 'delta': {'role': 'assistant', 'content': ' ask'}}]}), Delta(text=' any', thinking=None, refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': '20260827100351933757fa98c44c02', 'created': 1787796231, 'object': 'chat.completion.chunk', 'model': 'glm-5.3-flash', 'choices': [{'index': 0, 'delta': {'role': 'assistant', 'content': ' any'}}]}), Delta(text=' questions', thinking=None, refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': '20260827100351933757fa98c44c02', 'created': 1787796231, 'object': 'chat.completion.chunk', 'model': 'glm-5.3-flash', 'choices': [{'index': 0, 'delta': {'role': 'assistant', 'content': ' questions'}}]}), Delta(text=' or', thinking=None, refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': '20260827100351933757fa98c44c02', 'created': 1787796231, 'object': 'chat.completion.chunk', 'model': 'glm-5.3-flash', 'choices': [{'index': 0, 'delta': {'role': 'assistant', 'content': ' or'}}]}), Delta(text=' share', thinking=None, refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': '20260827100351933757fa98c44c02', 'created': 1787796231, 'object': 'chat.completion.chunk', 'model': 'glm-5.3-flash', 'choices': [{'index': 0, 'delta': {'role': 'assistant', 'content': ' share'}}]}), Delta(text=' topics', thinking=None, refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': '20260827100351933757fa98c44c02', 'created': 1787796231, 'object': 'chat.completion.chunk', 'model': 'glm-5.3-flash', 'choices': [{'index': 0, 'delta': {'role': 'assistant', 'content': ' topics'}}]}), Delta(text=' you', thinking=None, refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': '20260827100351933757fa98c44c02', 'created': 1787796231, 'object': 'chat.completion.chunk', 'model': 'glm-5.3-flash', 'choices': [{'index': 0, 'delta': {'role': 'assistant', 'content': ' you'}}]}), Delta(text=\"'d\", thinking=None, refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': '20260827100351933757fa98c44c02', 'created': 1787796231, 'object': 'chat.completion.chunk', 'model': 'glm-5.3-flash', 'choices': [{'index': 0, 'delta': {'role': 'assistant', 'content': \"'d\"}}]}), Delta(text=' like', thinking=None, refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': '20260827100351933757fa98c44c02', 'created': 1787796231, 'object': 'chat.completion.chunk', 'model': 'glm-5.3-flash', 'choices': [{'index': 0, 'delta': {'role': 'assistant', 'content': ' like'}}]}), Delta(text=' to', thinking=None, refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': '20260827100351933757fa98c44c02', 'created': 1787796231, 'object': 'chat.completion.chunk', 'model': 'glm-5.3-flash', 'choices': [{'index': 0, 'delta': {'role': 'assistant', 'content': ' to'}}]}), Delta(text=' discuss.', thinking=None, refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': '20260827100351933757fa98c44c02', 'created': 1787796231, 'object': 'chat.completion.chunk', 'model': 'glm-5.3-flash', 'choices': [{'index': 0, 'delta': {'role': 'assistant', 'content': ' discuss.'}}]}), Delta(text='', thinking=None, refusal=None, tool_calls=[], citations=[], finish_reason='stop', usage=Usage(prompt_tokens=14, completion_tokens=219, total_tokens=233, cached_tokens=0, cache_creation_tokens=0, reasoning_tokens=183, search_queries=0, raw={'prompt_tokens': 14, 'completion_tokens': 219, 'total_tokens': 233, 'prompt_tokens_details': {'cached_tokens': 0}, 'completion_tokens_details': {'reasoning_tokens': 183}}), raw={'id': '20260827100351933757fa98c44c02', 'created': 1787796231, 'object': 'chat.completion.chunk', 'model': 'glm-5.3-flash', 'choices': [{'index': 0, 'finish_reason': 'stop', 'delta': {'role': 'assistant', 'content': ''}}], 'usage': {'prompt_tokens': 14, 'completion_tokens': 219, 'total_tokens': 233, 'prompt_tokens_details': {'cached_tokens': 0}, 'completion_tokens_details': {'reasoning_tokens': 183}}})]})" ] }, "execution_count": null, @@ -1465,6 +1493,50 @@ "comp" ] }, + { + "cell_type": "code", + "execution_count": null, + "id": "e6bbea27", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "\n", + "Hello! I'm Mercury. How can I help you today?" + ] + }, + { + "data": { + "text/markdown": [ + "\n", + "\n", + "Hello! I'm Mercury. How can I help you today?\n", + "\n", + "::: details\n", + "\n", + "- model: `mercury-2.5`\n", + "- finish_reason: `stop`\n", + "- usage: `Usage(prompt_tokens=13, completion_tokens=268, total_tokens=281, cached_tokens=0, cache_creation_tokens=0, reasoning_tokens=253, search_queries=0, raw={'prompt_tokens': 13, 'completion_tokens': 268, 'total_tokens': 281, 'prompt_tokens_details': {'cached_tokens': 0}, 'completion_tokens_details': {'reasoning_tokens': 253}})`\n", + "\n", + ":::" + ], + "text/plain": [ + "Completion(model='mercury-2.5', message=Msg(role='assistant', content=[Text(raw=None, cache_control=None, text=\"\\n\\nHello! I'm Mercury. How can I help you today?\", citations=[])], raw={'role': 'assistant', 'content': \"\\n\\nHello! I'm Mercury. How can I help you today?\"}), finish_reason='stop', usage=Usage(prompt_tokens=13, completion_tokens=268, total_tokens=281, cached_tokens=0, cache_creation_tokens=0, reasoning_tokens=253, search_queries=0, raw={'prompt_tokens': 13, 'completion_tokens': 268, 'total_tokens': 281, 'prompt_tokens_details': {'cached_tokens': 0}, 'completion_tokens_details': {'reasoning_tokens': 253}}), api_name='openai_chat', vendor_name='inception', raw={'deltas': [Delta(text=\"\\n\\nHello! I'm Mercury. How can I help\", thinking=None, refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=None, raw={'id': 'chatcmpl-48094b17-1506-43bb-91f1-c0efa6ca1ffe', 'object': 'chat.completion.chunk', 'created': 1789024208, 'model': 'mercury-2.5', 'choices': [{'index': 0, 'delta': {'content': \"\\n\\nHello! I'm Mercury. How can I help\", 'role': 'assistant', 'tool_calls': None}, 'finish_reason': None}], 'reasoning_summary': None}), Delta(text=' you today?', thinking=None, refusal=None, tool_calls=[], citations=[], finish_reason='stop', usage=None, raw={'id': 'chatcmpl-48094b17-1506-43bb-91f1-c0efa6ca1ffe', 'object': 'chat.completion.chunk', 'created': 1789024208, 'model': 'mercury-2.5', 'choices': [{'index': 0, 'delta': {'content': ' you today?', 'role': 'assistant', 'tool_calls': None}, 'finish_reason': 'stop'}], 'reasoning_summary': None}), Delta(text=None, thinking=None, refusal=None, tool_calls=[], citations=[], finish_reason='stop', usage=None, raw={'id': 'chatcmpl-48094b17-1506-43bb-91f1-c0efa6ca1ffe', 'object': 'chat.completion.chunk', 'created': 1789024208, 'model': 'mercury-2.5', 'choices': [{'index': 0, 'delta': {}, 'finish_reason': 'stop'}]}), Delta(text=None, thinking=None, refusal=None, tool_calls=[], citations=[], finish_reason=None, usage=Usage(prompt_tokens=13, completion_tokens=268, total_tokens=281, cached_tokens=0, cache_creation_tokens=0, reasoning_tokens=253, search_queries=0, raw={'prompt_tokens': 13, 'completion_tokens': 268, 'total_tokens': 281, 'prompt_tokens_details': {'cached_tokens': 0}, 'completion_tokens_details': {'reasoning_tokens': 253}}), raw={'id': 'chatcmpl-48094b17-1506-43bb-91f1-c0efa6ca1ffe', 'object': 'chat.completion.chunk', 'created': 1789024208, 'model': 'mercury-2.5', 'choices': [], 'usage': {'prompt_tokens': 13, 'completion_tokens': 268, 'total_tokens': 281, 'prompt_tokens_details': {'cached_tokens': 0}, 'completion_tokens_details': {'reasoning_tokens': 253}}, 'server_timing': {'server_latency_ms': 493.42}})]})" + ] + }, + "execution_count": null, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "comp = await print_stream([msg1], model='inception/mercury-2.5', reasoning_effort='low', max_tokens=1024)\n", + "comp" + ] + }, { "cell_type": "markdown", "id": "5ba8a851", @@ -2986,7 +3058,7 @@ "metadata": { "solveit": { "default_code": false, - "mode": "concise", + "mode": "learning", "use_fence": false, "use_thinking": true, "use_tools": true,