{"id":115470,"date":"2026-10-12T08:33:01","date_gmt":"2026-10-12T00:33:01","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/115470.html"},"modified":"2026-10-12T08:33:01","modified_gmt":"2026-10-12T00:33:01","slug":"%e4%bd%bf%e7%94%a8-python-%e8%b0%83%e7%94%a8-apple-%e7%ab%af%e4%be%a7-foundation-model%ef%bc%9aapfel-%e6%9c%ac%e5%9c%b0-openai-%e5%85%bc%e5%ae%b9%e6%9c%8d%e5%8a%a1%e5%99%a8%e5%ae%9e%e6%88%98%e6%8c%87","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/115470.html","title":{"rendered":"\u4f7f\u7528 Python \u8c03\u7528 Apple \u7aef\u4fa7 Foundation Model\uff1aapfel \u672c\u5730 OpenAI \u517c\u5bb9\u670d\u52a1\u5668\u5b9e\u6218\u6307\u5357"},"content":{"rendered":"

\u3010\u514d\u8d39\u4e0b\u8f7d\u94fe\u63a5\u3011apfel<\/h3>\n

The free AI already on your Mac. CLI tool, OpenAI-compatible server, and interactive chat \u2014 all on-device via Apple Intelligence. No API keys, no cloud, no downloads.<\/p>\n

\u9879\u76ee\u5730\u5740：<\/span>
\n https:\/\/gitcode.com\/gh_mirrors\/apfe\/apfel<\/span> <\/p>\n

\u70b9\u51fb\u67e5\u770b<\/span> \u514d\u8d39\u4e0b\u8f7d<\/span> <\/span> <\/p>\n

\u5bfc\u8bfb：\u672c\u6587\u4ee5 docs\/guides\/python.md \u4e3a\u6838\u5fc3，\u5b8c\u6574\u8bb2\u89e3\u5982\u4f55\u7528\u5b98\u65b9 openai Python SDK \u5bf9\u63a5\u672c\u5730\u8fd0\u884c\u7684 apfel –serve，\u8ba9 Apple \u7aef\u4fa7 Foundation Model \u901a\u8fc7 OpenAI \u517c\u5bb9\u7684 http:\/\/localhost:11434\/v1 \u63a5\u53e3\u4e3a AI\/ML \u811a\u672c\u3001\u6570\u636e\u5de5\u5177\u548c\u540e\u7aef\u670d\u52a1\u63d0\u4f9b\u63a8\u7406\u80fd\u529b\u2014\u2014100% \u7aef\u4fa7\u6267\u884c\u3001\u96f6 API \u8d39\u7528\u3001\u63a8\u7406\u8fc7\u7a0b\u65e0\u9700\u8054\u7f51\u3002\u8bfb\u5b8c\u672c\u6587，\u4f60\u5c06\u638c\u63e1\u4e00\u6b21\u6027\u5bf9\u8bdd\u8865\u5168\u3001\u6d41\u5f0f\u8f93\u51fa\u3001JSON \u7ed3\u6784\u5316\u8f93\u51fa\u3001\u9519\u8bef\u5904\u7406\u3001\u5de5\u5177\u8c03\u7528（function calling）\u4ee5\u53ca"\u4ece stdin \u8bfb\u53d6\u6587\u4ef6\u505a\u6458\u8981"\u8fd9\u516d\u79cd\u5f00\u7bb1\u5373\u7528\u7684\u5b9e\u6218\u6a21\u5f0f，\u5e76\u4e86\u89e3\u6bcf\u6761\u6a21\u5f0f\u80cc\u540e\u5728 apfel \u4ed3\u5e93\u4e2d\u7684\u5b9e\u73b0\u4f9d\u636e\u3002<\/p>\n

\u8fd0\u884c\u524d\u63d0：\u8f6f\u786c\u4ef6\u4e0e\u670d\u52a1\u5668\u51c6\u5907<\/h3>\n

\u6309\u7167 docs\/guides\/python.md \u7684\u8981\u6c42，\u4f7f\u7528\u524d\u9700\u8981\u6ee1\u8db3\u4ee5\u4e0b\u6761\u4ef6：<\/p>\n\n\u524d\u63d0\u8bf4\u660e<\/tr>\n\n\n\n\n\n\n\n
macOS 26+ Tahoe\u3001Apple Silicon<\/td>\n\u7aef\u4fa7 Foundation Model \u4f9d\u8d56 Apple Intelligence \u6846\u67b6<\/td>\n<\/tr>\n
Apple Intelligence \u5df2\u5f00\u542f<\/td>\nSystem Settings -> Apple Intelligence & Siri<\/td>\n<\/tr>\n
brew install apfel<\/td>\n\u5b89\u88c5 apfel CLI<\/td>\n<\/tr>\n
apfel –serve \u6b63\u5728\u8fd0\u884c<\/td>\n\u9ed8\u8ba4\u7aef\u53e3 11434<\/td>\n<\/tr>\n
Python 3.11+<\/td>\nSDK \u8fd0\u884c\u73af\u5883<\/td>\n<\/tr>\n
pip install openai（\u6216 uv add openai）<\/td>\nOpenAI \u5b98\u65b9 Python SDK<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

apfel \u7684 –serve \u6a21\u5f0f\u5728\u6e90\u7801\u5c42\u9762\u6709\u660e\u786e\u4f50\u8bc1：Sources\/CLI\/CLIArguments.swift \u4e2d serverPort \u9ed8\u8ba4\u503c\u4e3a 11434\u3001serverHost \u9ed8\u8ba4\u503c\u4e3a 127.0.0.1，\u56e0\u6b64 SDK \u6307\u5411 http:\/\/localhost:11434\/v1 \u5373\u53ef\u3002\u540c\u65f6\u8be5\u6587\u4ef6\u663e\u793a\u7aef\u53e3\u53ef\u901a\u8fc7 –port \u53c2\u6570\u6216 APFEL_PORT \u73af\u5883\u53d8\u91cf\u8986\u76d6（\u975e\u6cd5\u503c\u4f1a\u88ab\u5ffd\u7565\u5e76\u8bb0\u5f55\u8b66\u544a，\u800c\u4e0d\u662f\u9759\u9ed8\u751f\u6548），\u4f8b\u5982：<\/p>\n

apfel –serve –port 3000 –host 0.0.0.0 –cors<\/p>\n

\u670d\u52a1\u5668\u542f\u52a8\u540e，\u5efa\u8bae\u5148\u505a\u4e00\u6b21\u5065\u5eb7\u68c0\u67e5：<\/p>\n

apfel –serve &
\ncurl -s http:\/\/localhost:11434\/health
\n# {"status":"ok"}<\/p>\n

\/health \u7aef\u70b9\u7531 Sources\/Server.swift \u5b9e\u73b0，\u9664 status \u5916\u8fd8\u4f1a\u8fd4\u56de model\u3001version\u3001context_window\u3001context_window_measured\u3001capabilities\u3001supported_languages \u7b49\u5b57\u6bb5；\/v1\/models \u5219\u4f1a\u5217\u51fa apple-foundationmodel \u53ca\u5176\u652f\u6301\u7684\u53c2\u6570\u6e05\u5355（\u89c1\u4e0b\u6587"\u80fd\u529b\u8fb9\u754c"）\u3002<\/p>\n

1. \u4e00\u6b21\u6027\u5bf9\u8bdd\u8865\u5168（One-shot chat completion）<\/h3>\n

\u628a openai SDK \u7684 base_url \u6307\u5411\u672c\u5730 apfel \u670d\u52a1\u5668，\u5373\u53ef\u8c03\u7528 chat.completions.create：<\/p>\n

from openai import OpenAI<\/p>\n

client = OpenAI(base_url="http:\/\/localhost:11434\/v1", api_key="not-needed")<\/p>\n

response = client.chat.completions.create(
\n model="apple-foundationmodel",
\n messages=[
\n {"role": "user", "content": "In one sentence, what is the Swift programming language?"},
\n ],
\n max_tokens=80,
\n)<\/p>\n

print((response.choices[0].message.content or "").strip())<\/p>\n

\u771f\u5b9e\u8f93\u51fa：<\/p>\n

Swift is a modern, high-performance, and safe programming language developed by Apple for developing iOS, macOS, watchOS, and tvOS applications.<\/p>\n

\u51e0\u70b9\u8bf4\u660e：<\/p>\n

    \n
  • api_key="not-needed" \u662f\u5360\u4f4d\u503c：apfel \u9ed8\u8ba4\u4e0d\u6821\u9a8c Authorization \u5934\u3002\u53ea\u6709\u5f53\u670d\u52a1\u5668\u4ee5 –token \u542f\u52a8（\u6216\u7528 APFEL_TOKEN \u73af\u5883\u53d8\u91cf）\u65f6，SDK \u624d\u9700\u8981\u4f20\u5165\u771f\u5b9e\u4ee4\u724c，\u5177\u4f53\u89c1 docs\/server-security.md\u3002<\/li>\n
  • model \u56fa\u5b9a\u4e3a apple-foundationmodel，\u4e0e \/v1\/models \u8fd4\u56de\u7684\u6a21\u578b ID \u4e00\u81f4（\u89c1 Sources\/Server.swift）\u3002<\/li>\n
  • \u7701\u7565 max_tokens \u65f6，apfel \u91c7\u7528 OpenAI \u8bed\u4e49"\u4f7f\u7528\u5269\u4f59\u4e0a\u4e0b\u6587\u7a97\u53e3"；\u82e5\u663e\u5f0f\u4f20\u5165，\u5219\u6309\u4f60\u7684\u9884\u7b97\u622a\u65ad，\u89e6\u9876\u65f6\u8fd4\u56de finish_reason: "length" \u548c\u90e8\u5206\u5185\u5bb9（HTTP 200）\u3002\u5b8c\u6574\u53c2\u6570\u6620\u5c04\u89c1 docs\/openai-api-compatibility.md\u3002<\/li>\n
  • \u4ed3\u5e93\u96c6\u6210\u6d4b\u8bd5 Tests\/integration\/openai_client_test.py \u4e2d\u7684 test_basic_completion\u3001test_system_prompt\u3001test_multi_turn_history \u9a8c\u8bc1\u4e86\u975e\u6d41\u5f0f\u8865\u5168\u3001\u7cfb\u7edf\u63d0\u793a\u8bcd\u4e0e\u591a\u8f6e\u5386\u53f2\u573a\u666f\u3002<\/li>\n<\/ul>\n

    2. \u6d41\u5f0f\u8f93\u51fa（Streaming）<\/h3>\n

    \u4f20\u5165 stream=True \u5e76\u8fed\u4ee3 chunk\u3002\u6ce8\u610f：\u5f53\u542f\u7528 stream_options: {"include_usage": true} \u65f6，\u6700\u7ec8\u4f1a\u591a\u51fa\u4e00\u4e2a choices \u4e3a\u7a7a\u7684 usage chunk，\u56e0\u6b64\u4ee3\u7801\u5fc5\u987b\u5bf9\u7a7a choices \u505a\u9632\u62a4：<\/p>\n

    import sys
    \nfrom openai import OpenAI<\/p>\n

    client = OpenAI(base_url="http:\/\/localhost:11434\/v1", api_key="not-needed")<\/p>\n

    stream = client.chat.completions.create(
    \n model="apple-foundationmodel",
    \n messages=[{"role": "user", "content": "List three Apple silicon chips, one per line."}],
    \n max_tokens=80,
    \n stream=True,
    \n)<\/p>\n

    for chunk in stream:
    \n if not chunk.choices:
    \n continue
    \n delta = chunk.choices[0].delta.content or ""
    \n sys.stdout.write(delta)
    \n sys.stdout.flush()
    \nprint()<\/p>\n

    \u771f\u5b9e\u8f93\u51fa：<\/p>\n

    Apple M1
    \nApple M2
    \nApple M3<\/p>\n

    \u4ece\u534f\u8bae\u5b9e\u73b0\u770b，\u6d41\u5f0f\u54cd\u5e94\u4ee5 SSE（Server-Sent Events）\u4f20\u8f93，finish_reason \u652f\u6301 stop\u3001tool_calls\u3001length；stream_options.include_usage \u4e3a\u53ef\u9009\u5f00\u5173，\u5f00\u542f\u540e\u624d\u4f1a\u5728 [DONE] \u4e4b\u524d\u53d1\u9001\u7a7a choices \u7684 usage chunk（\u89c1 docs\/openai-api-compatibility.md \u7684\u517c\u5bb9\u6027\u8868\u683c）\u3002SDK \u4fa7\u7684\u7f16\u89e3\u7801\u5728 Tests\/apfelTests\/OpenAIWireFormatTests.swift \u4e2d\u6709\u5bf9\u5e94\u65ad\u8a00（stream\u3001stream_options.include_usage\u3001response_format \u5747\u53ef\u6b63\u786e\u89e3\u6790），\u96c6\u6210\u6d4b\u8bd5 Tests\/integration\/openai_client_test.py \u7684 test_streaming \u4e5f\u8986\u76d6\u4e86\u8be5\u6d41\u7a0b\u3002<\/p>\n

    3. JSON \u6a21\u5f0f \/ \u7ed3\u6784\u5316\u8f93\u51fa<\/h3>\n

    \u8bf7\u6c42 response_format: {"type": "json_object"} \u5e76\u6309 JSON \u89e3\u6790\u3002\u4e00\u4e2a\u5e38\u89c1\u5751\u662f：apfel \u5076\u5c14\u4f1a\u628a JSON \u5305\u5728 markdown \u4ee3\u7801\u56f4\u680f\u91cc，\u56e0\u6b64\u6587\u6863\u7ed9\u51fa\u4e86\u4e00\u884c\u56f4\u680f\u5265\u79bb\u6b63\u5219，\u4e24\u79cd\u60c5\u5f62\u90fd\u80fd\u5e72\u51c0\u5904\u7406：<\/p>\n

    import json, re
    \nfrom openai import OpenAI<\/p>\n

    client = OpenAI(base_url="http:\/\/localhost:11434\/v1", api_key="not-needed")<\/p>\n

    response = client.chat.completions.create(
    \n model="apple-foundationmodel",
    \n messages=[{
    \n "role": "user",
    \n "content": "Return JSON with fields 'chip', 'year', 'cores'. Describe the Apple M1 chip. Return ONLY JSON.",
    \n }],
    \n response_format={"type": "json_object"},
    \n max_tokens=120,
    \n)<\/p>\n

    raw = (response.choices[0].message.content or "").strip()
    \nraw = re.sub(r"^```(?:json)?\\\\s*|\\\\s*```$", "", raw, flags=re.MULTILINE).strip()
    \ndata = json.loads(raw)
    \nprint(json.dumps(data, indent=2, sort_keys=True))<\/p>\n

    \u771f\u5b9e\u8f93\u51fa：<\/p>\n

    {
    \n "chip": "Apple M1",
    \n "cores": 8,
    \n "year": 2020
    \n}<\/p>\n

    \u5173\u4e8e\u56f4\u680f\u5265\u79bb，\u4ed3\u5e93\u91cc\u5176\u5b9e\u5185\u7f6e\u4e86\u6bd4\u8fd9\u4e2a\u6b63\u5219\u66f4\u7cbe\u7ec6\u7684\u5b9e\u73b0：Sources\/Core\/JSONFenceStripper.swift \u4e2d\u7684 JSONFenceStripper.strip(_:) \u53ea\u5265\u79bb"\u4ee5\u4e09\u53cd\u5f15\u53f7\u5f00\u5934\u4e14\u56f4\u680f\u6807\u7b7e\u4e3a\u7a7a\u6216\u4e3a json"\u7684\u5757，\u800c\u4e0d\u4f1a\u8bef\u4f24 ```python … ``` \u8fd9\u7c7b\u4ee3\u7801\u5757；OpenAI \u89c4\u8303\u8981\u6c42 json_object \u6a21\u5f0f\u4e0b message content \u5fc5\u987b\u662f\u5408\u6cd5 JSON，\u56e0\u6b64\u670d\u52a1\u7aef\u4f1a\u5148\u505a\u540e\u5904\u7406\u518d\u8fd4\u56de\u539f\u59cb JSON\u3002\u4e5f\u5c31\u662f\u8bf4：\u5373\u4fbf\u4f60\u5728\u5ba2\u6237\u7aef\u4e0d\u505a\u4efb\u4f55\u5265\u79bb，apfel \u8fd4\u56de\u7684 content \u4e5f\u5df2\u7ecf\u662f\u5e72\u51c0 JSON；\u6587\u6863\u4fdd\u7559\u8fd9\u884c\u6b63\u5219\u662f\u4e3a\u4e86\u517c\u5bb9\u66f4\u65e9\u7248\u672c\u6216\u76f4\u63a5\u900f\u4f20\u7684\u539f\u59cb\u6d41\u3002\u53e6\u5916，\u82e5\u9700\u8981\u66f4\u5f3a\u7ea6\u675f\u7684\u7ed3\u6784\u5316\u8f93\u51fa（\u4fdd\u8bc1\u7b26\u5408\u7ed9\u5b9a JSON Schema），apfel \u8fd8\u652f\u6301 response_format: {"type": "json_schema", …} \u4ee5\u53ca CLI \u4fa7 apfel –schema file.json，\u5177\u4f53\u652f\u6301\/\u62d2\u7edd\u7684\u5173\u952e\u5b57\u6e05\u5355\u89c1 docs\/openai-api-compatibility.md\u3002<\/p>\n

    4. \u9519\u8bef\u5904\u7406：apfel \u5bf9\u4e0d\u652f\u6301\u7684\u80fd\u529b\u8fd4\u56de\u8bda\u5b9e HTTP \u9519\u8bef<\/h3>\n

    apfel \u5bf9\u672a\u5b9e\u73b0\u7684\u80fd\u529b\u4e0d\u4f1a\u5047\u88c5\u6210\u529f，\u800c\u662f\u8fd4\u56de\u660e\u786e\u7684 HTTP \u9519\u8bef\u7801\u3002\u5178\u578b\u4f8b\u5b50\u662f embeddings \u63a5\u53e3\u8fd4\u56de 501：<\/p>\n

    from openai import APIStatusError, OpenAI<\/p>\n

    client = OpenAI(base_url="http:\/\/localhost:11434\/v1", api_key="not-needed")<\/p>\n

    try:
    \n client.embeddings.create(
    \n model="apple-foundationmodel",
    \n input="apfel runs 100% on-device.",
    \n )
    \nexcept APIStatusError as e:
    \n print(f"Got expected error: HTTP {e.status_code} – {e.message}")<\/p>\n

    \u771f\u5b9e\u8f93\u51fa：<\/p>\n

    Got expected error: HTTP 501 – Error code: 501 – {'error': {'message': "Embeddings not supported by Apple's on-device model.", 'type': 'invalid_request_error'}}<\/p>\n

    \u8fd9\u6761 501 \u7531 Sources\/Server.swift \u76f4\u63a5\u8fd4\u56de，\u9519\u8bef\u6d88\u606f\u4e0e\u6587\u6863\u622a\u56fe\u5b8c\u5168\u4e00\u81f4；\u540c\u6587\u4ef6\u8fd8\u628a\u65e7\u7248 \/v1\/completions（\u6587\u672c\u8865\u5168）\u4e5f\u5b9a\u4e3a 501\u3002\u7ed3\u5408 docs\/openai-api-compatibility.md \u7684\u517c\u5bb9\u6027\u8868\u683c，apfel \u7684\u80fd\u529b\u8fb9\u754c\u53ef\u4ee5\u5f52\u7eb3\u4e3a：<\/p>\n

      \n
    • \u4e0d\u652f\u6301：embeddings（501，\u7aef\u4fa7\u6a21\u578b\u6ca1\u6709\u5411\u91cf\u63a5\u53e3，\u53ef\u7528 sentence-transformers \u7b49\u5916\u90e8 embedder \u8865\u5145）\u3001\u89c6\u89c9\/\u97f3\u9891（macOS 26 \u4e0a\u56fe\u7247\u8f93\u5165\u8fd4\u56de 400）\u3001logprobs=true\u3001n>1\u3001stop\u3001presence_penalty\u3001frequency_penalty（\u8fd9\u4e9b\u663e\u5f0f\u8fd4\u56de 400；n=1 \u4e0e logprobs=false \u4f5c\u4e3a\u65e0\u64cd\u4f5c\u63a5\u53d7）\u3001Responses API \u7684\u670d\u52a1\u7aef\u4f1a\u8bdd\u72b6\u6001（previous_response_id\u3001store \u7b49\u4e3a 501）\u3002<\/li>\n
    • \u652f\u6301：GET \/v1\/models\u3001GET \/health\u3001\u6d41\u5f0f\u4e0e\u975e\u6d41\u5f0f \/v1\/chat\/completions\u3001\/v1\/responses \u7ffb\u8bd1\u5c42\u3001\u5de5\u5177\u8c03\u7528\u3001json_object\/json_schema\u3001temperature\/top_p\/max_tokens\/seed\u3001\u4e0a\u4e0b\u6587\u7b56\u7565\u6269\u5c55\u5b57\u6bb5\u7b49\u3002<\/li>\n<\/ul>\n

      \/v1\/models \u54cd\u5e94\u4e2d\u7684 unsupported_parameters \u5b57\u6bb5（logprobs, n, stop, presence_penalty, frequency_penalty）\u5c31\u662f\u4e3a\u5ba2\u6237\u7aef\u505a\u80fd\u529b\u63a2\u6d4b\u51c6\u5907\u7684，\u96c6\u6210\u6d4b\u8bd5 Tests\/integration\/openai_client_test.py \u4e5f\u9488\u5bf9 \/health \u4e0e\u6a21\u578b\u80fd\u529b\u505a\u4e86\u65ad\u8a00\u3002<\/p>\n

      5. \u5de5\u5177\u8c03\u7528（Tool calling \/ function calling）<\/h3>\n

      \u5b9a\u4e49\u4e00\u4e2a\u5de5\u5177 schema，\u53d1\u9001\u63d0\u793a\u8bcd，\u5904\u7406\u6a21\u578b\u8fd4\u56de\u7684 tool call，\u628a\u7ed3\u679c\u4ee5 role: "tool" \u56de\u586b，\u518d\u53d1\u8d77\u7b2c\u4e8c\u8f6e\u8bf7\u6c42\u62ff\u5230\u6700\u7ec8\u56de\u7b54\u2014\u2014\u8fd9\u662f\u6807\u51c6\u7684 OpenAI \u5de5\u5177\u8c03\u7528\u5f80\u8fd4：<\/p>\n

      import json
      \nfrom openai import OpenAI<\/p>\n

      client = OpenAI(base_url="http:\/\/localhost:11434\/v1", api_key="not-needed")<\/p>\n

      TOOLS = [{
      \n "type": "function",
      \n "function": {
      \n "name": "get_weather",
      \n "description": "Get the current temperature in Celsius for a city.",
      \n "parameters": {
      \n "type": "object",
      \n "properties": {"city": {"type": "string", "description": "City name"}},
      \n "required": ["city"],
      \n },
      \n },
      \n}]<\/p>\n

      def get_weather(city: str, **_: object) -> str:
      \n fake = {"Vienna": 14, "Cupertino": 19, "Tokyo": 11}
      \n return json.dumps({"city": city, "temp_c": fake.get(city, 15)})<\/p>\n

      messages = [{"role": "user", "content": "What is the temperature in Vienna right now?"}]<\/p>\n

      first = client.chat.completions.create(
      \n model="apple-foundationmodel", messages=messages, tools=TOOLS, max_tokens=256,
      \n)<\/p>\n

      msg = first.choices[0].message
      \nmessages.append(msg.model_dump(exclude_none=True))<\/p>\n

      if msg.tool_calls:
      \n for call in msg.tool_calls:
      \n args = json.loads(call.function.arguments)
      \n result = get_weather(**args)
      \n messages.append({"role": "tool", "tool_call_id": call.id, "content": result})<\/p>\n

      final = client.chat.completions.create(
      \n model="apple-foundationmodel", messages=messages, max_tokens=120,
      \n )
      \n print((final.choices[0].message.content or "").strip())<\/p>\n

      \u771f\u5b9e\u8f93\u51fa：<\/p>\n

      The current temperature in Vienna is 14\u00b0C.<\/p>\n

      \u4ece\u5b9e\u73b0\u89d2\u5ea6\u770b，apfel \u5bf9 tool_choice（none\/auto\/required\/{"type":"function",…}）\u4e0e parallel_tool_calls \u662f\u5728\u54cd\u5e94\u8fb9\u754c\u5f3a\u5236\u6267\u884c\u800c\u975e\u4ec5\u63d0\u793a\u5f15\u5bfc；macOS 27 \u4e0a auto\/none \u8fd8\u4f1a\u989d\u5916\u6620\u5c04\u5230\u8fd0\u884c\u65f6 ToolCallingMode\u3002\u76f8\u5173\u7684\u5de5\u5177\u8c03\u7528\u6307\u5357\u89c1 docs\/tool-calling-guide.md，\u6d41\u5f0f\u8def\u5f84\u4e0b\u7684\u5de5\u5177\u8c03\u7528\u9632\u6cc4\u6f0f\u56de\u5f52\u6d4b\u8bd5\u89c1\u96c6\u6210\u6d4b\u8bd5 test_streaming_tool_call_no_content_leak（\u4fdd\u8bc1\u5ba2\u6237\u7aef\u7edd\u4e0d\u4f1a\u6536\u5230\u539f\u59cb\u5de5\u5177\u4e2d\u95f4\u5185\u5bb9）\u3002\u53e6\u5916 apfel \u8fd8\u652f\u6301 –mcp \u6302\u8f7d\u672c\u5730\u6216\u8fdc\u7a0b MCP \u5de5\u5177\u670d\u52a1\u5668（Sources\/CLI\/CLIArguments.swift \u4e2d –mcp\u3001–mcp-timeout\u3001–mcp-token \u5747\u6709\u5bf9\u5e94\u5b9e\u73b0），CLI \u4e0e\u670d\u52a1\u5668\u4e24\u4fa7\u53ef\u5171\u7528\u540c\u4e00\u5957\u5de5\u5177\u6267\u884c\u7ba1\u7ebf\u3002<\/p>\n

      6. \u5b9e\u6218\u793a\u4f8b：\u4ece stdin \u8bfb\u53d6\u6587\u4ef6\u5e76\u505a\u6458\u8981<\/h3>\n

      \u628a\u524d\u4e94\u79cd\u6a21\u5f0f\u7ec4\u5408\u6210\u771f\u5b9e\u811a\u672c：\u8bfb\u53d6 stdin \u6587\u672c \u2192 \u7528\u7cfb\u7edf\u63d0\u793a\u8bcd\u7ea6\u675f\u8f93\u51fa\u683c\u5f0f \u2192 \u6253\u5370\u5355\u6bb5\u6458\u8981：<\/p>\n

      import sys
      \nfrom openai import OpenAI<\/p>\n

      text = sys.stdin.read().strip()
      \nif not text:
      \n sys.exit("usage: cat file.txt | python 06_example.py")<\/p>\n

      client = OpenAI(base_url="http:\/\/localhost:11434\/v1", api_key="not-needed")<\/p>\n

      response = client.chat.completions.create(
      \n model="apple-foundationmodel",
      \n messages=[
      \n {"role": "system", "content": "You are a concise summarizer. Reply with one short paragraph."},
      \n {"role": "user", "content": f"Summarize:\\\\n\\\\n{text}"},
      \n ],
      \n max_tokens=150,
      \n)
      \nprint((response.choices[0].message.content or "").strip())<\/p>\n

      \u8fd0\u884c\u65b9\u5f0f：<\/p>\n

      cat README.md | python 06_example.py<\/p>\n

      \u771f\u5b9e\u8f93\u51fa（\u5bf9\u4e00\u6bb5\u5173\u4e8e M1 \u82af\u7247\u7684\u6bb5\u843d\u505a\u6458\u8981）：<\/p>\n

      The Apple M1 chip, released in November 2020, was Apple's first ARM-based system-on-a-chip for Mac computers. It features an 8-core CPU with four performance and four efficiency cores, plus an integrated GPU with up to 8 cores. The chip combines CPU, GPU, memory, and neural engine on a single die, delivering significant performance-per-watt improvements over the Intel chips it replaced.<\/p>\n

      \u8fd9\u6bb5\u811a\u672c\u5c55\u793a\u4e86\u7aef\u4fa7\u6a21\u578b\u7528\u4e8e"\u672c\u5730\u6587\u6863\u5feb\u901f\u6458\u8981"\u7684\u6700\u5c0f\u53ef\u7528\u5f62\u6001：\u628a\u6587\u4ef6\u5185\u5bb9\u62fc\u8fdb user \u6d88\u606f，\u914d\u5408 system \u63d0\u793a\u8bcd\u7ea6\u675f\u98ce\u683c，max_tokens \u63a7\u5236\u8f93\u51fa\u957f\u5ea6\u3002\u540c\u6837\u7684\u7ba1\u9053\u6a21\u5f0f\u53ef\u4ee5\u6269\u5c55\u4e3a\u6279\u91cf\u5904\u7406\u65e5\u5fd7\u3001\u4ee3\u7801\u8bc4\u5ba1\u8349\u7a3f\u7b49\u672c\u5730\u4efb\u52a1，\u5168\u7a0b\u4e0d\u51fa\u7f51\u3002<\/p>\n

      \u6545\u969c\u6392\u67e5（Troubleshooting）<\/h3>\n\n\u73b0\u8c61\u539f\u56e0\u4e0e\u5bf9\u7b56<\/tr>\n\n\n\n\n\n\n
      11434 \u7aef\u53e3 Connection refused<\/td>\n\u670d\u52a1\u5668\u6ca1\u542f\u52a8\u3002\u5148\u8fd0\u884c apfel –serve；\u82e5\u6362\u4e86\u7aef\u53e3，SDK \u7684 base_url \u8981\u540c\u6b65\u6539<\/td>\n<\/tr>\n
      Embeddings not supported<\/td>\napfel \u4ec5\u6587\u672c\u80fd\u529b，\u5411\u91cf\u8bf7\u6539\u7528 sentence-transformers \u7b49\u5916\u90e8 embedder<\/td>\n<\/tr>\n
      JSON \u6a21\u5f0f\u4e0b JSONDecodeError<\/td>\n\u4fdd\u7559\u56f4\u680f\u5265\u79bb\u6b63\u5219；apfel \u6709\u65f6\u4f1a\u628a JSON \u5305\u5728 ```json … ``` \u91cc（\u670d\u52a1\u7aef\u5df2\u5185\u7f6e\u5265\u79bb，\u89c1 Sources\/Core\/JSONFenceStripper.swift，\u5ba2\u6237\u7aef\u6b63\u5219\u53ef\u4f5c\u53cc\u4fdd\u9669）<\/td>\n<\/tr>\n
      \u6d41\u5f0f\u8f93\u51fa\u4e3a\u7a7a<\/td>\n\u786e\u8ba4\u5ba2\u6237\u7aef\u5904\u7406\u4e86\u672b\u5c3e\u7a7a choices \u7684 usage chunk，if not chunk.choices: continue \u5373\u53ef\u8986\u76d6<\/td>\n<\/tr>\n
      \u6a21\u578b\u62d2\u7edd\u5de5\u5177\u8c03\u7528<\/td>\n\u5c0f\u5c3a\u5bf8\u7aef\u4fa7\u6a21\u578b\u5076\u5c14\u4f1a\u62d2\u7edd\u6267\u884c\u5de5\u5177，\u76f4\u63a5\u91cd\u8bd5\u6574\u6b21\u8c03\u7528\u5373\u53ef<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

      \u7248\u672c\u4e0e\u6d4b\u8bd5\u73af\u5883<\/h3>\n

      \u6587\u6863\u8bb0\u5f55\u8be5\u6307\u5357\u6700\u521d\u5b9e\u6d4b\u4e8e\u4ee5\u4e0b\u73af\u5883，\u4e14\u540e\u7eed\u6bcf\u4e2a\u7248\u672c\u90fd\u53d7 apfel \u6d4b\u8bd5\u5957\u4ef6\u95e8\u7981\u4fdd\u62a4（CLI \u4e0e HTTP \u8868\u9762\u884c\u4e3a\u7a33\u5b9a）：<\/p>\n

        \n
      • apfel v1.0.3（\u539f\u59cb\u6355\u83b7\u7248\u672c；CLI \u4e0e HTTP \u63a5\u53e3\u7531 apfel \u6d4b\u8bd5\u5957\u4ef6\u5728\u6bcf\u4e2a\u7248\u672c\u4e0a\u628a\u5173）<\/li>\n
      • macOS 26.3.1\u3001Apple Silicon<\/li>\n
      • Python 3.11 \/ openai 2.31.0<\/li>\n
      • \u65e5\u671f：2026-04-16<\/li>\n<\/ul>\n

        \u4ed3\u5e93\u5185\u53ef\u590d\u73b0\u7684\u7b49\u4ef7\u6d4b\u8bd5\u5305\u62ec：\u96c6\u6210\u6d4b\u8bd5 Tests\/integration\/openai_client_test.py（\u57fa\u672c\u8865\u5168\u3001\u6d41\u5f0f\u3001\u591a\u8f6e\u3001\u7cfb\u7edf\u63d0\u793a\u8bcd\u3001\u5de5\u5177\u8c03\u7528\u3001\u6d41\u5f0f\u5de5\u5177\u8c03\u7528\u9632\u6cc4\u6f0f\u7b49）\u4e0e\u5355\u5143\u6d4b\u8bd5 Tests\/apfelTests\/OpenAIWireFormatTests.swift（\u8bf7\u6c42\/\u54cd\u5e94\u683c\u5f0f\u89e3\u7801）\u3002\u82e5\u60f3\u5728\u672c\u673a\u91cd\u65b0\u9a8c\u8bc1，\u53ef\u53c2\u8003 Tests\/integration\/conftest.py \u7684\u670d\u52a1\u5668\u542f\u52a8\u7ea6\u5b9a\u3002<\/p>\n

        \u4e0a\u4e0b\u6587\u7a97\u53e3\u4e0e\u5176\u4ed6\u8bed\u8a00<\/h3>\n

        apfel \u7684\u4e0a\u4e0b\u6587\u7a97\u53e3\u6309\u8fd0\u884c\u73af\u5883\u52a8\u6001\u8bfb\u53d6：macOS 26 \u4ee5\u53ca M1\/M2 \u82af\u7247\u4e0a\u4e3a 4096 tokens，macOS 27 \u642d\u914d M3 \u6216\u66f4\u65b0\u82af\u7247\u4e14\u5185\u5b58 12 GB+（Apple \u7684 AFM 3 Core Advanced \u6a21\u578b）\u65f6\u4e3a 8192 tokens\u3002\u8fd0\u884c\u65f6\u53ef\u7528 apfel –model-info \u6253\u5370\u5b9e\u9645\u503c，\u6216\u76f4\u63a5\u770b \/health \u4e0e \/v1\/models \u8fd4\u56de\u7684 context_window \u5b57\u6bb5（\u53c2\u8003 Sources\/Server.swift \u4e0e Sources\/Core\/ContextWindow.swift \u4e2d\u7684 assumedTokens = 4096 \u515c\u5e95\u903b\u8f91）\u3002<\/p>\n

        \u672c\u6587\u6240\u8ff0\u7684 Python \u6a21\u5f0f\u4e0e apfel \u7684 OpenAI \u517c\u5bb9\u5c42\u5b8c\u5168\u4e00\u81f4，\u540c\u4e00\u5957 HTTP \u8868\u9762\u4e5f\u53ef\u4ee5\u4ece\u5176\u4ed6\u8bed\u8a00\u590d\u7528：Node.js \u89c1 docs\/guides\/nodejs.md，Ruby \u89c1 docs\/guides\/ruby.md，PHP \u89c1 docs\/guides\/php.md，\u4e0d\u7528 SDK \u7684\u7eaf HTTP \u65b9\u6848\u89c1 docs\/guides\/bash-curl.md；\u5168\u90e8\u8bed\u8a00\u6307\u5357\u7684\u7d22\u5f15\u5728 docs\/guides\/index.md\u3002\u63a5\u53e3\u7ea7\u7684\u80fd\u529b\u8fb9\u754c\u3001JSON Schema \u652f\u6301\u7ec6\u8282\u4e0e Responses API \u8bf4\u660e，\u53ef\u8fdb\u4e00\u6b65\u9605\u8bfb docs\/openai-api-compatibility.md\u3002<\/p>\n

        \"\" \u8d5e<\/span> <\/p>\n

        \u5206\u4eab<\/span> <\/p>\n

        \u3010\u514d\u8d39\u4e0b\u8f7d\u94fe\u63a5\u3011apfel<\/h3>\n

        The free AI already on your Mac. CLI tool, OpenAI-compatible server, and interactive chat \u2014 all on-device via Apple Intelligence. No API keys, no cloud, no downloads.<\/p>\n

        \u9879\u76ee\u5730\u5740：<\/span>
        \n https:\/\/gitcode.com\/gh_mirrors\/apfe\/apfel<\/span> <\/p>\n

        \u70b9\u51fb\u67e5\u770b<\/span> \u514d\u8d39\u4e0b\u8f7d<\/span> <\/span> <\/p>\n

        \u76f8\u5173\u63a8\u8350<\/h4>\n
          \n
        • \n
          \u7528 PHP \u8c03\u7528 Apple \u7aef\u4fa7 Foundation Model：\u57fa\u4e8e apfel \u7684 OpenAI \u517c\u5bb9\u672c\u5730\u670d\u52a1\u5b9e\u6218\u6307\u5357<\/h5>\n

          \u7528 PHP \u8c03\u7528 Apple \u7aef\u4fa7 Foundation Model：\u57fa\u4e8e apfel \u7684 OpenAI \u517c\u5bb9\u672c\u5730\u670d\u52a1\u5b9e\u6218\u6307\u5357 \u672c\u7bc7\u6280\u672f\u6307\u5357\u8bb2\u89e3\u5982\u4f55\u7528 PHP <\/p>\n<\/li>\n

        • \n
          \u5728 Node.js \u4e2d\u8c03\u7528 Apple \u7aef\u4fa7 Foundation Model：\u57fa\u4e8e apfel \u7684 OpenAI \u517c\u5bb9\u5f00\u53d1\u5b9e\u6218<\/h5>\n

          \u5728 Node.js \u4e2d\u8c03\u7528 Apple \u7aef\u4fa7 Foundation Model：\u57fa\u4e8e apfel \u7684 OpenAI \u517c\u5bb9\u5f00\u53d1\u5b9e\u6218 \u672c\u6587\u662f\u4e00\u4efd\u9762\u5411 Node.js<\/p>\n<\/li>\n

        • \n
          \u7528 Bash \u4e0e curl \u8c03\u7528 Apple \u7aef\u4fa7\u57fa\u7840\u6a21\u578b：apfel \u672c\u5730 OpenAI \u517c\u5bb9 API \u5b9e\u6218\u6307\u5357<\/h5>\n

          \u7528 Bash \u4e0e curl \u8c03\u7528 Apple \u7aef\u4fa7\u57fa\u7840\u6a21\u578b：apfel \u672c\u5730 OpenAI \u517c\u5bb9 API \u5b9e\u6218\u6307\u5357 \u672c\u6307\u5357\u57fa\u4e8e apfel \u9879\u76ee\u6587\u6863 docs\/<\/p>\n<\/li>\n<\/ul>\n

          \u4e0a\u4e00\u7bc7：<\/span>
          \n Blutter\u5b9e\u6218\u6307\u5357：\u6df1\u5165\u63a2\u7d22Flutter\u5e94\u7528\u9006\u5411\u5206\u6790 <\/p>\n

          \u4e0b\u4e00\u7bc7：<\/span>
          \n Wireshark 5G\u7f51\u7edc\u6545\u969c\u6392\u67e5\u5b9e\u6218\u6280\u5de7：\u4ece\u6293\u5305\u5230\u6df1\u5ea6\u89e3\u6790 <\/p>\n

          \u521b\u4f5c\u58f0\u660e\uff1a\u672c\u6587\u90e8\u5206\u5185\u5bb9\u7531AI\u8f85\u52a9\u751f\u6210\uff08AIGC\uff09\uff0c\u4ec5\u4f9b\u53c2\u8003<\/p>\n","protected":false},"excerpt":{"rendered":"

          \u3010\u514d\u8d39\u4e0b\u8f7d\u94fe\u63a5\u3011apfel The free AI already on your Mac. CLI tool, OpenAI-compatible server, and interactive chat \u2014 all on-device via Apple Intelligence. No API keys, no cloud, no downloads. \u9879\u76ee\u5730\u5740： https:\/\/gitcode.com\/gh_mirrors\/apfe\/apfel \u70b9\u51fb\u67e5\u770b<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"topic":[],"class_list":["post-115470","post","type-post","status-publish","format-standard","hentry","category-server"],"yoast_head":"\n\u4f7f\u7528 Python \u8c03\u7528 Apple \u7aef\u4fa7 Foundation Model\uff1aapfel \u672c\u5730 OpenAI \u517c\u5bb9\u670d\u52a1\u5668\u5b9e\u6218\u6307\u5357 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.wsisp.com\/helps\/115470.html\" \/>\n<meta property=\"og:locale\" content=\"zh_CN\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\u4f7f\u7528 Python \u8c03\u7528 Apple \u7aef\u4fa7 Foundation Model\uff1aapfel \u672c\u5730 OpenAI \u517c\u5bb9\u670d\u52a1\u5668\u5b9e\u6218\u6307\u5357 - \u7f51\u7855\u4e92\u8054\u5e2e\u52a9\u4e2d\u5fc3\" \/>\n<meta property=\"og:description\" content=\"\u3010\u514d\u8d39\u4e0b\u8f7d\u94fe\u63a5\u3011apfel The free AI already on your Mac. CLI tool, OpenAI-compatible server, and interactive chat \u2014 all on-device via Apple Intelligence. 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