crewAI [BUG] Deepseek-v3-250324 Returns Empty Responses When Last Message is from Assistant

[BUG] Deepseek-v3-250324 Returns Empty Responses When Last Message is from Assistant

Open EcoleKeine opened this issue 7 months ago • 3 comments

Description

When using volcengine/deepseek-v3-250324, there's a 25% chance of receiving empty responses when the conversation history ends with an "assistant" role message.

Steps to Reproduce

Create crew , agent, task. Ask question that LLM do multiple steps

Expected behavior

Response Action or Answer

Screenshots/Code snippets

None

Operating System

Windows 10

Python Version

3.12

crewAI Version

0.114.0

crewAI Tools Version

0.40.1

Virtual Environment

Venv

Evidence

LLM response:

{
  "choices": [
    {
      "finish_reason": "stop",
      "index": 0,
      "logprobs": null,
      "message": {
        "content": "",
        "refusal": null,
        "role": "assistant",
        "annotations": null,
        "audio": null,
        "function_call": null,
        "tool_calls": null
      }
    }
  ],
  "created": 1745309488,
  "model": "deepseek-v3-250324",
  "object": "chat.completion",
  "usage": {
    "completion_tokens": 0,
    "prompt_tokens": 1270,
    "total_tokens": 1270,
  }
}

Possible Solution

Applying the Mistral workaround (from #2308) by naming the model mistral/deepseek-v3-250324 completely resolves this issue

Maybe add a parameter like add_dummy_user_message to LLM?

Additional context

None

Apr 22 '25 11:04 EcoleKeine

could you share you snippet code to make it easier simulate that?

Apr 24 '25 20:04 lucasgomide

@lucasgomide my code use some custom SQL and API tool

maybe you can Reproduce by call any deepseek-v3 API with Request body below (already Reproduced)

API Log:

POST Request Sent from LiteLLM:
curl -X POST \
https://ark.cn-beijing.volces.com/api/v3/ \
-d '...'

09:48:06 - LiteLLM:DEBUG: utils.py:298 - RAW RESPONSE:
{"id": "0217**7bd0", "choices": [{"finish_reason": "stop", "index": 0, "logprobs": null, "message": {"content": "", "refusal": null, "role": "assistant", "annotations": null, "audio": null, "function_call": null, "tool_calls": null}}], "created": 1745286485, "model": "deepseek-v3-250324", "object": "chat.completion", "service_tier": "default", "system_fingerprint": null, "usage": {"completion_tokens": 0, "prompt_tokens": 21321, "total_tokens": 21321, "completion_tokens_details": {"accepted_prediction_tokens": null, "audio_tokens": null, "reasoning_tokens": 0, "rejected_prediction_tokens": null}, "prompt_tokens_details": {"audio_tokens": null, "cached_tokens": 0}}}

Request body: add user message can make it not return empty

{"model": "deepseek-v3-250324", "messages": [{"role": "system", "content": "You are Zabbix AI agent\n. \nYour personal goal is: answer user question, using user's preferred language find zabbix host status <question>DB04 \u4e00\u5468\u5065\u5eb7\u72b6\u6001</question>\n\nYou ONLY have access to the following tools, and should NEVER make up tools that are not listed here:\n\nTool Name: Zabbix Trend API Tool\nTool Arguments: {'bk_obj_id': {'description': '(required) cmdb bk_obj_id', 'type': 'str'}, 'request_json': {'description': 'zabbix api request json', 'type': 'UnionType[str, dict]'}, 'bk_inst_name': {'description': 'cmdb bk_inst_name', 'type': 'Union[str, NoneType]'}}\nTool Description: request Zabbix Trend API.\nrequest_json example:\n{\"method\": \"trend.get\", \"params\": { \"hostid\": 99, \"itemids\": [9999, 8888, ...], \"time_from\": \"2099-01-01 00:00:00\", \"time_till\": \"2099-01-02 00:00:00\", \"output\": \"extend\"}}\n\n\nIMPORTANT: Use the following format in your response:\n\n```\nThought: you should always think about what to do\nAction: the action to take, only one name of [Zabbix Trend API Tool], just the name, exactly as it's written.\nAction Input: the input to the action, just a simple JSON object, enclosed in curly braces, using \" to wrap keys and values.\nObservation: the result of the action\n```\n\nOnce all necessary information is gathered, return the following format:\n\n```\nThought: I now know the final answer\nFinal Answer: the final answer to the original input question\n```"}, {"role": "user", "content": "\nCurrent Task: check resources trend status if user want. You should: - ensure resources have bk_obj_id, hostid, item's info - check item's value trend (one week if no specified)\n\nCurrent time: 2025-04-22 Tue 09:43:00 +0800\nCurrent utc time: 2025-04-22 Tue 01:43:00\nTimestamp: 1745286217\n3 day ago Timestamp: 1745027017\none week ago Timestamp: 1744681417\none month ago Timestamp: 1742694217\n\n<user_question>DB04 \u4e00\u5468\u5065\u5eb7\u72b6\u6001</user_question>\n\n\nThis is the expected criteria for your final answer: A JSON Array about resources zabbix items value trend\n\nyou MUST return the actual complete content as the final answer, not a summary.\n\nThis is the context you're working with:\n[\n    {\n        \"bk_obj_id\": \"VirtualMachine\",\n        \"bk_inst_name\": \"DB04\",\n        \"bk_inst_id\": 11136,\n        \"hostid\": 10945\n    },\n    {\n        \"bk_obj_id\": \"Database\",\n        \"bk_inst_name\": \"DB04\",\n        \"bk_inst_id\": 17240,\n        \"hostid\": 10945\n    }\n]\n\n----------\n\n[{\"itemid\":\"489911\",\"name\":\"Memory page faults per second\",\"key_\":\"perf_counter_en[\\\"\\\\Memory\\\\Page Faults/sec\\\"]\",\"units\":\"\",\"lastclock\":\"1745286311\",\"lastvalue\":\"21909.863417\"},{\"itemid\":\"489912\",\"name\":\"Memory pages per second\",\"key_\":\"perf_counter_en[\\\"\\\\Memory\\\\Pages/sec\\\"]\",\"units\":\"\",\"lastclock\":\"1745286312\",\"lastvalue\":\"0\"},{\"itemid\":\"489913\",\"name\":\"Memory pool non-paged\",\"key_\":\"perf_counter_en[\\\"\\\\Memory\\\\Pool Nonpaged Bytes\\\"]\",\"units\":\"B\",\"lastclock\":\"1745286313\",\"lastvalue\":\"395083776\"},{\"itemid\":\"490070\",\"name\":\"0 C:: Disk utilization\",\"key_\":\"perf_counter_en[\\\"\\\\PhysicalDisk(0 C:)\\\\% Disk Time\\\",60]\",\"units\":\"%\",\"lastclock\":\"1745286305\",\"lastvalue\":\"0.29286\"},{\"itemid\":\"490072\",\"name\":\"0 C:: Average disk read queue length\",\"key_\":\"perf_counter_en[\\\"\\\\PhysicalDisk(0 C:)\\\\Avg. Disk Read Queue Length\\\",60]\",\"units\":\"\",\"lastclock\":\"1745286306\",\"lastvalue\":\"0\"},{\"itemid\":\"490074\",\"name\":\"0 C:: Average disk write queue length\",\"key_\":\"perf_counter_en[\\\"\\\\PhysicalDisk(0 C:)\\\\Avg. Disk Write Queue Length\\\",60]\",\"units\":\"\",\"lastclock\":\"1745286307\",\"lastvalue\":\"0.003027\"},{\"itemid\":\"490076\",\"name\":\"0 C:: Disk read request avg waiting time\",\"key_\":\"perf_counter_en[\\\"\\\\PhysicalDisk(0 C:)\\\\Avg. Disk sec/Read\\\",60]\",\"units\":\"s\",\"lastclock\":\"1745286308\",\"lastvalue\":\"0.000004\"},{\"itemid\":\"490078\",\"name\":\"0 C:: Disk write request avg waiting time\",\"key_\":\"perf_counter_en[\\\"\\\\PhysicalDisk(0 C:)\\\\Avg. Disk sec/Write\\\",60]\",\"units\":\"s\",\"lastclock\":\"1745286308\",\"lastvalue\":\"0.000577\"},{\"itemid\":\"490080\",\"name\":\"0 C:: Disk average queue size (avgqu-sz)\",\"key_\":\"perf_counter_en[\\\"\\\\PhysicalDisk(0 C:)\\\\Current Disk Queue Length\\\",60]\",\"units\":\"\",\"lastclock\":\"1745286308\",\"lastvalue\":\"0\"},{\"itemid\":\"490082\",\"name\":\"0 C:: Disk read rate\",\"key_\":\"perf_counter_en[\\\"\\\\PhysicalDisk(0 C:)\\\\Disk Reads/sec\\\",60]\",\"units\":\"!r/s\",\"lastclock\":\"1745286308\",\"lastvalue\":\"0.033236\"},{\"itemid\":\"490084\",\"name\":\"0 C:: Disk write rate\",\"key_\":\"perf_counter_en[\\\"\\\\PhysicalDisk(0 C:)\\\\Disk Writes/sec\\\",60]\",\"units\":\"!w/s\",\"lastclock\":\"1745286308\",\"lastvalue\":\"4.121111\"},{\"itemid\":\"490071\",\"name\":\"1 D:: Disk utilization\",\"key_\":\"perf_counter_en[\\\"\\\\PhysicalDisk(1 D:)\\\\% Disk Time\\\",60]\",\"units\":\"%\",\"lastclock\":\"1745286306\",\"lastvalue\":\"0.372252\"},{\"itemid\":\"490073\",\"name\":\"1 D:: Average disk read queue length\",\"key_\":\"perf_counter_en[\\\"\\\\PhysicalDisk(1 D:)\\\\Avg. 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This is VERY important to you, use the tools available and give your best Final Answer, your job depends on it!\n\nThought:"}, {"role": "assistant", "content": "[{\"itemid\":\"489911\",\"clock\":\"2025-04-15 10:00:00 +0800\",\"value_min\":20.914252,\"value_max\":46303.113868},{\"itemid\":\"489911\",\"clock\":\"2025-04-16 00:00:00 +0800\",\"value_min\":0.997034,\"value_max\":53411.457754},{\"itemid\":\"489911\",\"clock\":\"2025-04-17 00:00:00 +0800\",\"value_min\":2.991182,\"value_max\":65562.397701},{\"itemid\":\"489911\",\"clock\":\"2025-04-18 00:00:00 +0800\",\"value_min\":1.994165,\"value_max\":70479.57492},{\"itemid\":\"489911\",\"clock\":\"2025-04-19 00:00:00 +0800\",\"value_min\":4.981125,\"value_max\":49722.535617},{\"itemid\":\"489911\",\"clock\":\"2025-04-20 00:00:00 +0800\",\"value_min\":0.997079,\"value_max\":70840.232235},{\"itemid\":\"489911\",\"clock\":\"2025-04-21 00:00:00 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I'll use the Zabbix Trend API Tool to get the trend data for all items from one week ago to now.\n\nAction: Zabbix Trend API Tool\nAction Input: {\"bk_obj_id\": \"VirtualMachine\", \"bk_inst_name\": \"DB04\", \"request_json\": {\"method\": \"trend.get\", \"params\": { \"hostid\": 10945, \"itemids\": [489911, 489912, 489913, 490070, 490072, 490074, 490076, 490078, 490080, 490082, 490084, 490071, 490073, 490075, 490077, 490079, 490081, 490083, 490085, 489915, 489916, 489917, 489918, 489920, 489923, 489931, 489932, 489933, 489934], \"time_from\": \"1744681417\", \"time_till\": \"1745286217\", \"output\": \"extend\"}}}\nObservation: [{\"itemid\":\"489911\",\"clock\":\"2025-04-15 10:00:00 +0800\",\"value_min\":20.914252,\"value_max\":46303.113868},{\"itemid\":\"489911\",\"clock\":\"2025-04-16 00:00:00 +0800\",\"value_min\":0.997034,\"value_max\":53411.457754},{\"itemid\":\"489911\",\"clock\":\"2025-04-17 00:00:00 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["\nObservation:"], "max_tokens": 12300, "extra_body": {}}

,{"role": "user", "content": "please Continue"}

Apr 25 '25 02:04 EcoleKeine

gotcha Have you tried the mistral approach to fix it locally? I'd love see your PR and collaborate with us (:

Apr 28 '25 13:04 lucasgomide

This issue is stale because it has been open for 30 days with no activity. Remove stale label or comment or this will be closed in 5 days.

May 29 '25 12:05 github-actions[bot]

This issue was closed because it has been stalled for 5 days with no activity.

Jun 03 '25 12:06 github-actions[bot]

crewAI crewAI copied to clipboard

[BUG] Deepseek-v3-250324 Returns Empty Responses When Last Message is from Assistant

Description

Steps to Reproduce

Expected behavior

Screenshots/Code snippets

Operating System

Python Version

crewAI Version

crewAI Tools Version

Virtual Environment

Evidence

Possible Solution

Additional context

crewAI
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