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+ {"debug":"Connection established with capabilities: {\"hasTools\":true,\"hasPrompts\":false,\"hasResources\":false,\"serverVersion\":{\"name\":\"spf-smart-gate\",\"version\":\"3.0.0\"}}","timestamp":"2026-02-26T06:25:58.519Z","sessionId":"4ec566cb-326b-4dd2-8ee2-3e984e7c00cd","cwd":"/data/data/com.termux/files/home/AGENTclone1"}
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9
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5
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9
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3
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@@ -0,0 +1,3 @@
 
 
 
 
1
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2
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3
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@@ -0,0 +1,5 @@
 
 
 
 
 
 
1
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2
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3
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@@ -0,0 +1,3 @@
 
 
 
 
1
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@@ -0,0 +1,3 @@
 
 
 
 
1
+ {"debug":"Starting connection with timeout of 30000ms","timestamp":"2026-02-16T03:30:05.029Z","sessionId":"5f5e016a-7a25-4ef7-ac66-8e8c0947da4d","cwd":"/data/data/com.termux/files/home/SPFsmartGATE"}
2
+ {"debug":"Connection failed after 123ms: spawn /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BIN/spf-smart-gate EACCES","timestamp":"2026-02-16T03:30:05.138Z","sessionId":"5f5e016a-7a25-4ef7-ac66-8e8c0947da4d","cwd":"/data/data/com.termux/files/home/SPFsmartGATE"}
3
+ {"error":"Connection failed: spawn /data/data/com.termux/files/home/SPFsmartGATE/LIVE/BIN/spf-smart-gate EACCES","timestamp":"2026-02-16T03:30:05.138Z","sessionId":"5f5e016a-7a25-4ef7-ac66-8e8c0947da4d","cwd":"/data/data/com.termux/files/home/SPFsmartGATE"}
.cache/claude-cli-nodejs/-data-data-com-termux-files-home-SPFsmartGATE/mcp-logs-spf-smart-gate/2026-02-20T06-33-56-083Z.jsonl ADDED
@@ -0,0 +1,4 @@
 
 
 
 
 
1
+ {"debug":"Starting connection with timeout of 30000ms","timestamp":"2026-02-20T06:33:57.816Z","sessionId":"90aa9b43-44e1-41b7-ae5a-cdb185eb2405","cwd":"/data/data/com.termux/files/home/SPFsmartGATE"}
2
+ {"error":"Server stderr: [2026-02-20T06:33:57Z INFO spf_smart_gate::config_db] SPF Config LMDB opened at \"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/CONFIG/CONFIG.DB\"\n[2026-02-20T06:33:57Z INFO spf_smart_gate::storage] SPF LMDB opened at \"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/SESSION/SESSION.DB\"\n[spf-smart-gate] Starting spf-smart-gate v3.0.0\n[spf-smart-gate] Mode: Max\n[spf-smart-gate] SPF_CONFIG LMDB active (passed from main)\n[spf-smart-gate] PROJECTS path: \"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS.DB\"\n[2026-02-20T06:33:57Z INFO spf_smart_gate::projects_db] PROJECTS LMDB opened at \"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS.DB\"\n[2026-02-20T06:33:57Z INFO spf_smart_gate::projects_db] PROJECTS LMDB initialized\n[spf-smart-gate] PROJECTS LMDB initialized at \"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS.DB\"\n[spf-smart-gate] TMP_DB path: \"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/TMP/TMP.DB\"\n[2026-02-20T06:33:57Z INFO spf_smart_gate::tmp_db] TMP_DB LMDB opened at \"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/TMP/TMP.DB\"\n[spf-smart-gate] TMP_DB LMDB initialized at \"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/TMP/TMP.DB\"\n[spf-smart-gate] AGENT_STATE path: \"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/LMDB5/LMDB5.DB\"\n[2026-02-20T06:33:57Z INFO spf_smart_gate::agent_state] Agent State LMDB opened at \"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/LMDB5/LMDB5.DB\"\n[spf-smart-gate] AGENT_STATE LMDB initialized at \"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/LMDB5/LMDB5.DB\"\n[spf-smart-gate] SPF_FS path: \"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/SPF_FS\"\n[2026-02-20T06:33:57Z INFO spf_smart_gate::fs] SPF FS opened at \"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/SPF_FS/SPF_FS.DB\"\n[spf-smart-gate] SPF_FS LMDB initialized at \"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/SPF_FS\"/SPF_FS.DB/\n[spf-smart-gate] Identity: 97e9dfc7c2aa858d4dcdc241ddd0f2d3a3c046f0fcf04ca527eb0eaf751fb5c2\n[spf-smart-gate] HTTPS API started on 0.0.0.0:3900\n\nthread '<unnamed>' (22495) panicked at src/http.rs:224:35:\nFailed to start HTTPS server: Os { code: 98, kind: AddrInUse, message: \"Address already in use\" }\nnote: run with `RUST_BACKTRACE=1` environment variable to display a backtrace\n","timestamp":"2026-02-20T06:33:57.931Z","sessionId":"90aa9b43-44e1-41b7-ae5a-cdb185eb2405","cwd":"/data/data/com.termux/files/home/SPFsmartGATE"}
3
+ {"debug":"Connection failed after 125ms: MCP error -32000: Connection closed","timestamp":"2026-02-20T06:33:57.931Z","sessionId":"90aa9b43-44e1-41b7-ae5a-cdb185eb2405","cwd":"/data/data/com.termux/files/home/SPFsmartGATE"}
4
+ {"error":"Connection failed: MCP error -32000: Connection closed","timestamp":"2026-02-20T06:33:57.932Z","sessionId":"90aa9b43-44e1-41b7-ae5a-cdb185eb2405","cwd":"/data/data/com.termux/files/home/SPFsmartGATE"}
.cache/claude-cli-nodejs/-data-data-com-termux-files-home-SPFsmartGATE/mcp-logs-spf-smart-gate/2026-02-20T09-11-19-856Z.jsonl ADDED
@@ -0,0 +1,33 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ {"debug":"Starting connection with timeout of 30000ms","timestamp":"2026-02-20T09:11:20.016Z","sessionId":"b97f33d6-d80c-4361-b2ce-3bd12c7e6230","cwd":"/data/data/com.termux/files/home/SPFsmartGATE"}
2
+ {"debug":"Successfully connected to stdio server in 103ms","timestamp":"2026-02-20T09:11:20.112Z","sessionId":"b97f33d6-d80c-4361-b2ce-3bd12c7e6230","cwd":"/data/data/com.termux/files/home/SPFsmartGATE"}
3
+ {"debug":"Connection established with capabilities: {\"hasTools\":true,\"hasPrompts\":false,\"hasResources\":false,\"serverVersion\":{\"name\":\"spf-smart-gate\",\"version\":\"3.0.0\"}}","timestamp":"2026-02-20T09:11:20.112Z","sessionId":"b97f33d6-d80c-4361-b2ce-3bd12c7e6230","cwd":"/data/data/com.termux/files/home/SPFsmartGATE"}
4
+ {"debug":"STDIO connection closed after 0s (cleanly)","timestamp":"2026-02-20T09:11:20.130Z","sessionId":"b97f33d6-d80c-4361-b2ce-3bd12c7e6230","cwd":"/data/data/com.termux/files/home/SPFsmartGATE"}
5
+ {"debug":"Cleared connection cache for reconnection","timestamp":"2026-02-20T09:11:20.130Z","sessionId":"b97f33d6-d80c-4361-b2ce-3bd12c7e6230","cwd":"/data/data/com.termux/files/home/SPFsmartGATE"}
6
+ {"debug":"Starting connection with timeout of 30000ms","timestamp":"2026-02-20T09:11:20.569Z","sessionId":"b97f33d6-d80c-4361-b2ce-3bd12c7e6230","cwd":"/data/data/com.termux/files/home/SPFsmartGATE"}
7
+ {"error":"Server stderr: [2026-02-20T09:11:20Z INFO spf_smart_gate::config_db] SPF Config LMDB opened at \"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/CONFIG/CONFIG.DB\"\n[2026-02-20T09:11:20Z INFO spf_smart_gate::storage] SPF LMDB opened at \"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/SESSION/SESSION.DB\"\n[spf-smart-gate] Starting spf-smart-gate v3.0.0\n[spf-smart-gate] Mode: Max\n[spf-smart-gate] SPF_CONFIG LMDB active (passed from main)\n[spf-smart-gate] PROJECTS path: \"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS.DB\"\n[2026-02-20T09:11:20Z INFO spf_smart_gate::projects_db] PROJECTS LMDB opened at \"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS.DB\"\n[2026-02-20T09:11:20Z INFO spf_smart_gate::projects_db] PROJECTS LMDB initialized\n[spf-smart-gate] PROJECTS LMDB initialized at \"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS.DB\"\n[spf-smart-gate] TMP_DB path: \"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/TMP/TMP.DB\"\n[2026-02-20T09:11:20Z INFO spf_smart_gate::tmp_db] TMP_DB LMDB opened at \"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/TMP/TMP.DB\"\n[spf-smart-gate] TMP_DB LMDB initialized at \"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/TMP/TMP.DB\"\n[spf-smart-gate] AGENT_STATE path: \"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/LMDB5/LMDB5.DB\"\n[2026-02-20T09:11:20Z INFO spf_smart_gate::agent_state] Agent State LMDB opened at \"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/LMDB5/LMDB5.DB\"\n[spf-smart-gate] AGENT_STATE LMDB initialized at \"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/LMDB5/LMDB5.DB\"\n[spf-smart-gate] SPF_FS path: \"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/SPF_FS\"\n[2026-02-20T09:11:20Z INFO spf_smart_gate::fs] SPF FS opened at \"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/SPF_FS/SPF_FS.DB\"\n[spf-smart-gate] SPF_FS LMDB initialized at \"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/SPF_FS\"/SPF_FS.DB/\n[spf-smart-gate] Identity: 97e9dfc7c2aa858d4dcdc241ddd0f2d3a3c046f0fcf04ca527eb0eaf751fb5c2\n[spf-smart-gate] HTTPS API started on 0.0.0.0:3900\n\nthread '<unnamed>' (24573) panicked at src/http.rs:224:35:\nFailed to start HTTPS server: Os { code: 98, kind: AddrInUse, message: \"Address already in use\" }\nnote: run with `RUST_BACKTRACE=1` environment variable to display a backtrace\n","timestamp":"2026-02-20T09:11:20.668Z","sessionId":"b97f33d6-d80c-4361-b2ce-3bd12c7e6230","cwd":"/data/data/com.termux/files/home/SPFsmartGATE"}
8
+ {"debug":"Connection failed after 101ms: MCP error -32000: Connection closed","timestamp":"2026-02-20T09:11:20.668Z","sessionId":"b97f33d6-d80c-4361-b2ce-3bd12c7e6230","cwd":"/data/data/com.termux/files/home/SPFsmartGATE"}
9
+ {"error":"Connection failed: MCP error -32000: Connection closed","timestamp":"2026-02-20T09:11:20.668Z","sessionId":"b97f33d6-d80c-4361-b2ce-3bd12c7e6230","cwd":"/data/data/com.termux/files/home/SPFsmartGATE"}
10
+ {"debug":"Starting connection with timeout of 30000ms","timestamp":"2026-02-20T09:11:36.250Z","sessionId":"90aa9b43-44e1-41b7-ae5a-cdb185eb2405","cwd":"/data/data/com.termux/files/home/SPFsmartGATE"}
11
+ {"error":"Server stderr: [2026-02-20T09:11:36Z INFO spf_smart_gate::config_db] SPF Config LMDB opened at \"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/CONFIG/CONFIG.DB\"\n[2026-02-20T09:11:36Z INFO spf_smart_gate::storage] SPF LMDB opened at \"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/SESSION/SESSION.DB\"\n[spf-smart-gate] Starting spf-smart-gate v3.0.0\n[spf-smart-gate] Mode: Max\n[spf-smart-gate] SPF_CONFIG LMDB active (passed from main)\n[spf-smart-gate] PROJECTS path: \"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS.DB\"\n[2026-02-20T09:11:36Z INFO spf_smart_gate::projects_db] PROJECTS LMDB opened at \"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS.DB\"\n[2026-02-20T09:11:36Z INFO spf_smart_gate::projects_db] PROJECTS LMDB initialized\n[spf-smart-gate] PROJECTS LMDB initialized at \"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS.DB\"\n[spf-smart-gate] TMP_DB path: \"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/TMP/TMP.DB\"\n[2026-02-20T09:11:36Z INFO spf_smart_gate::tmp_db] TMP_DB LMDB opened at \"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/TMP/TMP.DB\"\n[spf-smart-gate] TMP_DB LMDB initialized at \"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/TMP/TMP.DB\"\n[spf-smart-gate] AGENT_STATE path: \"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/LMDB5/LMDB5.DB\"\n[2026-02-20T09:11:36Z INFO spf_smart_gate::agent_state] Agent State LMDB opened at \"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/LMDB5/LMDB5.DB\"\n[spf-smart-gate] AGENT_STATE LMDB initialized at \"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/LMDB5/LMDB5.DB\"\n[spf-smart-gate] SPF_FS path: \"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/SPF_FS\"\n[2026-02-20T09:11:36Z INFO spf_smart_gate::fs] SPF FS opened at \"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/SPF_FS/SPF_FS.DB\"\n[spf-smart-gate] SPF_FS LMDB initialized at \"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/SPF_FS\"/SPF_FS.DB/\n[spf-smart-gate] Identity: 97e9dfc7c2aa858d4dcdc241ddd0f2d3a3c046f0fcf04ca527eb0eaf751fb5c2\n[spf-smart-gate] HTTPS API started on 0.0.0.0:3900\n[spf-smart-gate] Received: initialize\n","timestamp":"2026-02-20T09:11:36.287Z","sessionId":"90aa9b43-44e1-41b7-ae5a-cdb185eb2405","cwd":"/data/data/com.termux/files/home/SPFsmartGATE"}
12
+ {"debug":"Successfully connected to stdio server in 42ms","timestamp":"2026-02-20T09:11:36.287Z","sessionId":"90aa9b43-44e1-41b7-ae5a-cdb185eb2405","cwd":"/data/data/com.termux/files/home/SPFsmartGATE"}
13
+ {"debug":"Connection established with capabilities: {\"hasTools\":true,\"hasPrompts\":false,\"hasResources\":false,\"serverVersion\":{\"name\":\"spf-smart-gate\",\"version\":\"3.0.0\"}}","timestamp":"2026-02-20T09:11:36.287Z","sessionId":"90aa9b43-44e1-41b7-ae5a-cdb185eb2405","cwd":"/data/data/com.termux/files/home/SPFsmartGATE"}
14
+ {"debug":"Starting connection with timeout of 30000ms","timestamp":"2026-02-20T09:11:53.167Z","sessionId":"90aa9b43-44e1-41b7-ae5a-cdb185eb2405","cwd":"/data/data/com.termux/files/home/SPFsmartGATE"}
15
+ {"debug":"Successfully connected to stdio server in 50ms","timestamp":"2026-02-20T09:11:53.212Z","sessionId":"90aa9b43-44e1-41b7-ae5a-cdb185eb2405","cwd":"/data/data/com.termux/files/home/SPFsmartGATE"}
16
+ {"debug":"Connection established with capabilities: {\"hasTools\":true,\"hasPrompts\":false,\"hasResources\":false,\"serverVersion\":{\"name\":\"spf-smart-gate\",\"version\":\"3.0.0\"}}","timestamp":"2026-02-20T09:11:53.212Z","sessionId":"90aa9b43-44e1-41b7-ae5a-cdb185eb2405","cwd":"/data/data/com.termux/files/home/SPFsmartGATE"}
17
+ {"debug":"Sending SIGINT to MCP server process","timestamp":"2026-02-20T09:11:53.213Z","sessionId":"90aa9b43-44e1-41b7-ae5a-cdb185eb2405","cwd":"/data/data/com.termux/files/home/SPFsmartGATE"}
18
+ {"debug":"STDIO connection closed after 0s (cleanly)","timestamp":"2026-02-20T09:11:53.216Z","sessionId":"90aa9b43-44e1-41b7-ae5a-cdb185eb2405","cwd":"/data/data/com.termux/files/home/SPFsmartGATE"}
19
+ {"debug":"Cleared connection cache for reconnection","timestamp":"2026-02-20T09:11:53.217Z","sessionId":"90aa9b43-44e1-41b7-ae5a-cdb185eb2405","cwd":"/data/data/com.termux/files/home/SPFsmartGATE"}
20
+ {"debug":"MCP server process exited cleanly","timestamp":"2026-02-20T09:11:53.269Z","sessionId":"90aa9b43-44e1-41b7-ae5a-cdb185eb2405","cwd":"/data/data/com.termux/files/home/SPFsmartGATE"}
21
+ {"debug":"Starting connection with timeout of 30000ms","timestamp":"2026-02-20T09:11:53.271Z","sessionId":"90aa9b43-44e1-41b7-ae5a-cdb185eb2405","cwd":"/data/data/com.termux/files/home/SPFsmartGATE"}
22
+ {"error":"Server stderr: [2026-02-20T09:11:53Z INFO spf_smart_gate::config_db] SPF Config LMDB opened at \"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/CONFIG/CONFIG.DB\"\n[2026-02-20T09:11:53Z INFO spf_smart_gate::storage] SPF LMDB opened at \"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/SESSION/SESSION.DB\"\n[spf-smart-gate] Starting spf-smart-gate v3.0.0\n[spf-smart-gate] Mode: Max\n[spf-smart-gate] SPF_CONFIG LMDB active (passed from main)\n[spf-smart-gate] PROJECTS path: \"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS.DB\"\n[2026-02-20T09:11:53Z INFO spf_smart_gate::projects_db] PROJECTS LMDB opened at \"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS.DB\"\n[2026-02-20T09:11:53Z INFO spf_smart_gate::projects_db] PROJECTS LMDB initialized\n[spf-smart-gate] PROJECTS LMDB initialized at \"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/PROJECTS/PROJECTS.DB\"\n[spf-smart-gate] TMP_DB path: \"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/TMP/TMP.DB\"\n[2026-02-20T09:11:53Z INFO spf_smart_gate::tmp_db] TMP_DB LMDB opened at \"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/TMP/TMP.DB\"\n[spf-smart-gate] TMP_DB LMDB initialized at \"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/TMP/TMP.DB\"\n[spf-smart-gate] AGENT_STATE path: \"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/LMDB5/LMDB5.DB\"\n[2026-02-20T09:11:53Z INFO spf_smart_gate::agent_state] Agent State LMDB opened at \"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/LMDB5/LMDB5.DB\"\n[spf-smart-gate] AGENT_STATE LMDB initialized at \"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/LMDB5/LMDB5.DB\"\n[spf-smart-gate] SPF_FS path: \"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/SPF_FS\"\n[2026-02-20T09:11:53Z INFO spf_smart_gate::fs] SPF FS opened at \"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/SPF_FS/SPF_FS.DB\"\n[spf-smart-gate] SPF_FS LMDB initialized at \"/data/data/com.termux/files/home/SPFsmartGATE/LIVE/SPF_FS\"/SPF_FS.DB/\n[spf-smart-gate] Identity: 97e9dfc7c2aa858d4dcdc241ddd0f2d3a3c046f0fcf04ca527eb0eaf751fb5c2\n[spf-smart-gate] HTTPS API started on 0.0.0.0:3900\n[spf-smart-gate] Received: initialize\n","timestamp":"2026-02-20T09:11:53.301Z","sessionId":"90aa9b43-44e1-41b7-ae5a-cdb185eb2405","cwd":"/data/data/com.termux/files/home/SPFsmartGATE"}
23
+ {"debug":"Successfully connected to stdio server in 32ms","timestamp":"2026-02-20T09:11:53.301Z","sessionId":"90aa9b43-44e1-41b7-ae5a-cdb185eb2405","cwd":"/data/data/com.termux/files/home/SPFsmartGATE"}
24
+ {"debug":"Connection established with capabilities: {\"hasTools\":true,\"hasPrompts\":false,\"hasResources\":false,\"serverVersion\":{\"name\":\"spf-smart-gate\",\"version\":\"3.0.0\"}}","timestamp":"2026-02-20T09:11:53.301Z","sessionId":"90aa9b43-44e1-41b7-ae5a-cdb185eb2405","cwd":"/data/data/com.termux/files/home/SPFsmartGATE"}
25
+ {"debug":"Starting connection with timeout of 30000ms","timestamp":"2026-02-20T09:30:56.200Z","sessionId":"90aa9b43-44e1-41b7-ae5a-cdb185eb2405","cwd":"/data/data/com.termux/files/home/SPFsmartGATE"}
26
+ {"debug":"Connection timeout triggered after 30029ms (limit: 30000ms)","timestamp":"2026-02-20T09:31:26.223Z","sessionId":"90aa9b43-44e1-41b7-ae5a-cdb185eb2405","cwd":"/data/data/com.termux/files/home/SPFsmartGATE"}
27
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+ Metadata-Version: 2.4
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+ Name: meson-python
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+ Version: 0.19.0
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+ Summary: Meson Python build backend (PEP 517)
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+ Keywords: meson,build,backend,pep517,package
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+ Maintainer-Email: Ralf Gommers <ralf.gommers@gmail.com>, Daniele Nicolodi <daniele@grinta.net>, Henry Schreiner <HenrySchreinerIII@gmail.com>
7
+ License-Expression: MIT
8
+ License-File: LICENSES/MIT.txt
9
+ Classifier: Development Status :: 5 - Production/Stable
10
+ Classifier: Programming Language :: Python
11
+ Classifier: Topic :: Software Development :: Build Tools
12
+ Project-URL: homepage, https://github.com/mesonbuild/meson-python
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+ Project-URL: repository, https://github.com/mesonbuild/meson-python
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+ Project-URL: documentation, https://mesonbuild.com/meson-python/
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+ Project-URL: changelog, https://mesonbuild.com/meson-python/changelog.html
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+ Requires-Python: >=3.9
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+ Requires-Dist: meson>=0.64.0; python_version < "3.12"
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+ Requires-Dist: meson>=1.2.3; python_version >= "3.12"
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+ Requires-Dist: packaging>=23.2; sys_platform != "ios"
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+ Requires-Dist: packaging>=24.2; sys_platform == "ios"
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+ Requires-Dist: pyproject-metadata>=0.9.0
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+ Requires-Dist: tomli>=1.0.0; python_version < "3.11"
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+ Description-Content-Type: text/x-rst
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+
25
+ .. SPDX-FileCopyrightText: 2021 The meson-python developers
26
+
27
+ .. SPDX-License-Identifier: MIT
28
+
29
+ meson-python
30
+ ============
31
+
32
+ ``meson-python`` is a Python build back-end built on top of the Meson__
33
+ build system. It enables using Meson for the configuration and build
34
+ steps of Python packages. Meson is an open source build system meant
35
+ to be both extremely fast, and, even more importantly, as user
36
+ friendly as possible. ``meson-python`` is best suited for building
37
+ Python packages containing extension modules implemented in languages
38
+ such as C, C++, Cython, Fortran, Pythran, or Rust. Consult the
39
+ documentation__ for more details.
40
+
41
+ Questions regarding the use of ``meson-python`` can be directed to the
42
+ discussions__ space on GitHub. Bug reports and feature requests can be
43
+ filed as GitHub issues__.
44
+
45
+ __ https://mesonbuild.com/
46
+ __ https://mesonbuild.com/meson-python/
47
+ __ https://github.com/mesonbuild/meson-python/discussions/
48
+ __ https://github.com/mesonbuild/meson-python/issues/
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1
+ Metadata-Version: 2.1
2
+ Name: python-dateutil
3
+ Version: 2.9.0.post0
4
+ Summary: Extensions to the standard Python datetime module
5
+ Home-page: https://github.com/dateutil/dateutil
6
+ Author: Gustavo Niemeyer
7
+ Author-email: gustavo@niemeyer.net
8
+ Maintainer: Paul Ganssle
9
+ Maintainer-email: dateutil@python.org
10
+ License: Dual License
11
+ Project-URL: Documentation, https://dateutil.readthedocs.io/en/stable/
12
+ Project-URL: Source, https://github.com/dateutil/dateutil
13
+ Classifier: Development Status :: 5 - Production/Stable
14
+ Classifier: Intended Audience :: Developers
15
+ Classifier: License :: OSI Approved :: BSD License
16
+ Classifier: License :: OSI Approved :: Apache Software License
17
+ Classifier: Programming Language :: Python
18
+ Classifier: Programming Language :: Python :: 2
19
+ Classifier: Programming Language :: Python :: 2.7
20
+ Classifier: Programming Language :: Python :: 3
21
+ Classifier: Programming Language :: Python :: 3.3
22
+ Classifier: Programming Language :: Python :: 3.4
23
+ Classifier: Programming Language :: Python :: 3.5
24
+ Classifier: Programming Language :: Python :: 3.6
25
+ Classifier: Programming Language :: Python :: 3.7
26
+ Classifier: Programming Language :: Python :: 3.8
27
+ Classifier: Programming Language :: Python :: 3.9
28
+ Classifier: Programming Language :: Python :: 3.10
29
+ Classifier: Programming Language :: Python :: 3.11
30
+ Classifier: Programming Language :: Python :: 3.12
31
+ Classifier: Topic :: Software Development :: Libraries
32
+ Requires-Python: !=3.0.*,!=3.1.*,!=3.2.*,>=2.7
33
+ Description-Content-Type: text/x-rst
34
+ License-File: LICENSE
35
+ Requires-Dist: six >=1.5
36
+
37
+ dateutil - powerful extensions to datetime
38
+ ==========================================
39
+
40
+ |pypi| |support| |licence|
41
+
42
+ |gitter| |readthedocs|
43
+
44
+ |travis| |appveyor| |pipelines| |coverage|
45
+
46
+ .. |pypi| image:: https://img.shields.io/pypi/v/python-dateutil.svg?style=flat-square
47
+ :target: https://pypi.org/project/python-dateutil/
48
+ :alt: pypi version
49
+
50
+ .. |support| image:: https://img.shields.io/pypi/pyversions/python-dateutil.svg?style=flat-square
51
+ :target: https://pypi.org/project/python-dateutil/
52
+ :alt: supported Python version
53
+
54
+ .. |travis| image:: https://img.shields.io/travis/dateutil/dateutil/master.svg?style=flat-square&label=Travis%20Build
55
+ :target: https://travis-ci.org/dateutil/dateutil
56
+ :alt: travis build status
57
+
58
+ .. |appveyor| image:: https://img.shields.io/appveyor/ci/dateutil/dateutil/master.svg?style=flat-square&logo=appveyor
59
+ :target: https://ci.appveyor.com/project/dateutil/dateutil
60
+ :alt: appveyor build status
61
+
62
+ .. |pipelines| image:: https://dev.azure.com/pythondateutilazure/dateutil/_apis/build/status/dateutil.dateutil?branchName=master
63
+ :target: https://dev.azure.com/pythondateutilazure/dateutil/_build/latest?definitionId=1&branchName=master
64
+ :alt: azure pipelines build status
65
+
66
+ .. |coverage| image:: https://codecov.io/gh/dateutil/dateutil/branch/master/graphs/badge.svg?branch=master
67
+ :target: https://codecov.io/gh/dateutil/dateutil?branch=master
68
+ :alt: Code coverage
69
+
70
+ .. |gitter| image:: https://badges.gitter.im/dateutil/dateutil.svg
71
+ :alt: Join the chat at https://gitter.im/dateutil/dateutil
72
+ :target: https://gitter.im/dateutil/dateutil
73
+
74
+ .. |licence| image:: https://img.shields.io/pypi/l/python-dateutil.svg?style=flat-square
75
+ :target: https://pypi.org/project/python-dateutil/
76
+ :alt: licence
77
+
78
+ .. |readthedocs| image:: https://img.shields.io/readthedocs/dateutil/latest.svg?style=flat-square&label=Read%20the%20Docs
79
+ :alt: Read the documentation at https://dateutil.readthedocs.io/en/latest/
80
+ :target: https://dateutil.readthedocs.io/en/latest/
81
+
82
+ The `dateutil` module provides powerful extensions to
83
+ the standard `datetime` module, available in Python.
84
+
85
+ Installation
86
+ ============
87
+ `dateutil` can be installed from PyPI using `pip` (note that the package name is
88
+ different from the importable name)::
89
+
90
+ pip install python-dateutil
91
+
92
+ Download
93
+ ========
94
+ dateutil is available on PyPI
95
+ https://pypi.org/project/python-dateutil/
96
+
97
+ The documentation is hosted at:
98
+ https://dateutil.readthedocs.io/en/stable/
99
+
100
+ Code
101
+ ====
102
+ The code and issue tracker are hosted on GitHub:
103
+ https://github.com/dateutil/dateutil/
104
+
105
+ Features
106
+ ========
107
+
108
+ * Computing of relative deltas (next month, next year,
109
+ next Monday, last week of month, etc);
110
+ * Computing of relative deltas between two given
111
+ date and/or datetime objects;
112
+ * Computing of dates based on very flexible recurrence rules,
113
+ using a superset of the `iCalendar <https://www.ietf.org/rfc/rfc2445.txt>`_
114
+ specification. Parsing of RFC strings is supported as well.
115
+ * Generic parsing of dates in almost any string format;
116
+ * Timezone (tzinfo) implementations for tzfile(5) format
117
+ files (/etc/localtime, /usr/share/zoneinfo, etc), TZ
118
+ environment string (in all known formats), iCalendar
119
+ format files, given ranges (with help from relative deltas),
120
+ local machine timezone, fixed offset timezone, UTC timezone,
121
+ and Windows registry-based time zones.
122
+ * Internal up-to-date world timezone information based on
123
+ Olson's database.
124
+ * Computing of Easter Sunday dates for any given year,
125
+ using Western, Orthodox or Julian algorithms;
126
+ * A comprehensive test suite.
127
+
128
+ Quick example
129
+ =============
130
+ Here's a snapshot, just to give an idea about the power of the
131
+ package. For more examples, look at the documentation.
132
+
133
+ Suppose you want to know how much time is left, in
134
+ years/months/days/etc, before the next easter happening on a
135
+ year with a Friday 13th in August, and you want to get today's
136
+ date out of the "date" unix system command. Here is the code:
137
+
138
+ .. code-block:: python3
139
+
140
+ >>> from dateutil.relativedelta import *
141
+ >>> from dateutil.easter import *
142
+ >>> from dateutil.rrule import *
143
+ >>> from dateutil.parser import *
144
+ >>> from datetime import *
145
+ >>> now = parse("Sat Oct 11 17:13:46 UTC 2003")
146
+ >>> today = now.date()
147
+ >>> year = rrule(YEARLY,dtstart=now,bymonth=8,bymonthday=13,byweekday=FR)[0].year
148
+ >>> rdelta = relativedelta(easter(year), today)
149
+ >>> print("Today is: %s" % today)
150
+ Today is: 2003-10-11
151
+ >>> print("Year with next Aug 13th on a Friday is: %s" % year)
152
+ Year with next Aug 13th on a Friday is: 2004
153
+ >>> print("How far is the Easter of that year: %s" % rdelta)
154
+ How far is the Easter of that year: relativedelta(months=+6)
155
+ >>> print("And the Easter of that year is: %s" % (today+rdelta))
156
+ And the Easter of that year is: 2004-04-11
157
+
158
+ Being exactly 6 months ahead was **really** a coincidence :)
159
+
160
+ Contributing
161
+ ============
162
+
163
+ We welcome many types of contributions - bug reports, pull requests (code, infrastructure or documentation fixes). For more information about how to contribute to the project, see the ``CONTRIBUTING.md`` file in the repository.
164
+
165
+
166
+ Author
167
+ ======
168
+ The dateutil module was written by Gustavo Niemeyer <gustavo@niemeyer.net>
169
+ in 2003.
170
+
171
+ It is maintained by:
172
+
173
+ * Gustavo Niemeyer <gustavo@niemeyer.net> 2003-2011
174
+ * Tomi Pieviläinen <tomi.pievilainen@iki.fi> 2012-2014
175
+ * Yaron de Leeuw <me@jarondl.net> 2014-2016
176
+ * Paul Ganssle <paul@ganssle.io> 2015-
177
+
178
+ Starting with version 2.4.1 and running until 2.8.2, all source and binary
179
+ distributions will be signed by a PGP key that has, at the very least, been
180
+ signed by the key which made the previous release. A table of release signing
181
+ keys can be found below:
182
+
183
+ =========== ============================
184
+ Releases Signing key fingerprint
185
+ =========== ============================
186
+ 2.4.1-2.8.2 `6B49 ACBA DCF6 BD1C A206 67AB CD54 FCE3 D964 BEFB`_
187
+ =========== ============================
188
+
189
+ New releases *may* have signed tags, but binary and source distributions
190
+ uploaded to PyPI will no longer have GPG signatures attached.
191
+
192
+ Contact
193
+ =======
194
+ Our mailing list is available at `dateutil@python.org <https://mail.python.org/mailman/listinfo/dateutil>`_. As it is hosted by the PSF, it is subject to the `PSF code of
195
+ conduct <https://www.python.org/psf/conduct/>`_.
196
+
197
+ License
198
+ =======
199
+
200
+ All contributions after December 1, 2017 released under dual license - either `Apache 2.0 License <https://www.apache.org/licenses/LICENSE-2.0>`_ or the `BSD 3-Clause License <https://opensource.org/licenses/BSD-3-Clause>`_. Contributions before December 1, 2017 - except those those explicitly relicensed - are released only under the BSD 3-Clause License.
201
+
202
+
203
+ .. _6B49 ACBA DCF6 BD1C A206 67AB CD54 FCE3 D964 BEFB:
204
+ https://pgp.mit.edu/pks/lookup?op=vindex&search=0xCD54FCE3D964BEFB
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@@ -0,0 +1,82 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Metadata-Version: 2.4
2
+ Name: trove-classifiers
3
+ Version: 2026.1.14.14
4
+ Summary: Canonical source for classifiers on PyPI (pypi.org).
5
+ Home-page: https://github.com/pypa/trove-classifiers
6
+ Author: The PyPI Admins
7
+ Author-email: admin@pypi.org
8
+ Keywords: classifiers
9
+ Classifier: Development Status :: 5 - Production/Stable
10
+ Classifier: Intended Audience :: Developers
11
+ Classifier: License :: OSI Approved :: Apache Software License
12
+ Classifier: Programming Language :: Python :: 3
13
+ Classifier: Typing :: Typed
14
+ Description-Content-Type: text/markdown
15
+ License-File: LICENSE
16
+ Dynamic: author
17
+ Dynamic: author-email
18
+ Dynamic: classifier
19
+ Dynamic: description
20
+ Dynamic: description-content-type
21
+ Dynamic: home-page
22
+ Dynamic: keywords
23
+ Dynamic: license-file
24
+ Dynamic: summary
25
+
26
+ Canonical source for [classifiers][1] on [PyPI][2].
27
+
28
+ Classifiers [categorize projects][3] per [PEP 301][4]. Use this package to
29
+ validate classifiers in packages for PyPI upload or download.
30
+
31
+ ## Usage
32
+
33
+ To install [from PyPI][5]:
34
+
35
+ ```
36
+ $ pip install trove-classifiers
37
+ ```
38
+
39
+ This package can be invoked as a module to print a list of classifiers:
40
+
41
+ ```
42
+ $ python -m trove_classifiers | grep -Ei pyramid
43
+ Framework :: Pyramid
44
+ ```
45
+
46
+ In addition, this package's API is two importable objects:
47
+
48
+ ### Classifiers (`trove_classifiers.classifiers`)
49
+ A `set` containing classifiers (as strings). Useful for determining membership.
50
+
51
+ Example - determine if a classifier is valid:
52
+
53
+ ```python
54
+ >>> from trove_classifiers import classifiers
55
+ >>> 'License :: OSI Approved' in classifiers
56
+ True
57
+ >>> 'Fuzzy :: Wuzzy :: Was :: A :: Bear' in classifiers
58
+ False
59
+ >>>
60
+ ```
61
+
62
+ ### Deprecated classifiers (`trove_classifiers.deprecated_classifiers`)
63
+ A `dict`, mapping a deprecated classifier (string) to a list of classifiers
64
+ which replaces it (strings).
65
+
66
+ Example - determine if a classifier is deprecated:
67
+
68
+ ```python
69
+ >>> from trove_classifiers import deprecated_classifiers
70
+ >>> 'License :: OSI Approved' in deprecated_classifiers
71
+ False
72
+ >>> 'Natural Language :: Ukranian' in deprecated_classifiers
73
+ True
74
+ >>> deprecated_classifiers["Natural Language :: Ukranian"]
75
+ ['Natural Language :: Ukrainian']
76
+ ```
77
+
78
+ [1]: https://pypi.org/classifiers/
79
+ [2]: https://pypi.org
80
+ [3]: https://packaging.python.org/specifications/core-metadata/#classifier-multiple-use
81
+ [4]: https://www.python.org/dev/peps/pep-0301/
82
+ [5]: https://pypi.org/project/trove-classifiers/
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@@ -0,0 +1,2085 @@
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ Metadata-Version: 2.4
2
+ Name: google-genai
3
+ Version: 1.64.0
4
+ Summary: GenAI Python SDK
5
+ Author-email: Google LLC <googleapis-packages@google.com>
6
+ License-Expression: Apache-2.0
7
+ Project-URL: Homepage, https://github.com/googleapis/python-genai
8
+ Classifier: Intended Audience :: Developers
9
+ Classifier: Operating System :: OS Independent
10
+ Classifier: Programming Language :: Python
11
+ Classifier: Programming Language :: Python :: 3
12
+ Classifier: Programming Language :: Python :: 3.10
13
+ Classifier: Programming Language :: Python :: 3.11
14
+ Classifier: Programming Language :: Python :: 3.12
15
+ Classifier: Programming Language :: Python :: 3.13
16
+ Classifier: Programming Language :: Python :: 3.14
17
+ Classifier: Topic :: Internet
18
+ Classifier: Topic :: Software Development :: Libraries :: Python Modules
19
+ Requires-Python: >=3.10
20
+ Description-Content-Type: text/markdown
21
+ License-File: LICENSE
22
+ Requires-Dist: anyio<5.0.0,>=4.8.0
23
+ Requires-Dist: google-auth[requests]<3.0.0,>=2.47.0
24
+ Requires-Dist: httpx<1.0.0,>=0.28.1
25
+ Requires-Dist: pydantic<3.0.0,>=2.9.0
26
+ Requires-Dist: requests<3.0.0,>=2.28.1
27
+ Requires-Dist: tenacity<9.2.0,>=8.2.3
28
+ Requires-Dist: websockets<15.1.0,>=13.0.0
29
+ Requires-Dist: typing-extensions<5.0.0,>=4.11.0
30
+ Requires-Dist: distro<2,>=1.7.0
31
+ Requires-Dist: sniffio
32
+ Requires-Dist: aiohttp>=3.10.11
33
+ Provides-Extra: aiohttp
34
+ Requires-Dist: aiohttp<3.13.3; extra == "aiohttp"
35
+ Provides-Extra: local-tokenizer
36
+ Requires-Dist: sentencepiece>=0.2.0; extra == "local-tokenizer"
37
+ Requires-Dist: protobuf; extra == "local-tokenizer"
38
+ Dynamic: license-file
39
+
40
+ # Google Gen AI SDK
41
+
42
+ [![PyPI version](https://img.shields.io/pypi/v/google-genai.svg)](https://pypi.org/project/google-genai/)
43
+ ![Python support](https://img.shields.io/pypi/pyversions/google-genai)
44
+ [![PyPI - Downloads](https://img.shields.io/pypi/dw/google-genai)](https://pypistats.org/packages/google-genai)
45
+
46
+ --------
47
+ **Documentation:** https://googleapis.github.io/python-genai/
48
+
49
+ -----
50
+
51
+ Google Gen AI Python SDK provides an interface for developers to integrate
52
+ Google's generative models into their Python applications. It supports the
53
+ [Gemini Developer API](https://ai.google.dev/gemini-api/docs) and
54
+ [Vertex AI](https://cloud.google.com/vertex-ai/generative-ai/docs/learn/overview)
55
+ APIs.
56
+
57
+ ## Code Generation
58
+
59
+ Generative models are often unaware of recent API and SDK updates and may suggest outdated or legacy code.
60
+
61
+ We recommend using our Code Generation instructions [`codegen_instructions.md`](https://raw.githubusercontent.com/googleapis/python-genai/refs/heads/main/codegen_instructions.md) when generating Google Gen AI SDK code to guide your model towards using the more recent SDK features. Copy and paste the instructions into your development environment to provide the model with the necessary context.
62
+
63
+ ## Installation
64
+
65
+ ```sh
66
+ pip install google-genai
67
+ ```
68
+
69
+ <small>With `uv`:</small>
70
+
71
+ ```sh
72
+ uv pip install google-genai
73
+ ```
74
+
75
+ ## Imports
76
+
77
+ ```python
78
+ from google import genai
79
+ from google.genai import types
80
+ ```
81
+
82
+ ## Create a client
83
+
84
+ Please run one of the following code blocks to create a client for
85
+ different services ([Gemini Developer API](https://ai.google.dev/gemini-api/docs) or [Vertex AI](https://cloud.google.com/vertex-ai/generative-ai/docs/learn/overview)).
86
+
87
+ ```python
88
+ from google import genai
89
+
90
+ # Only run this block for Gemini Developer API
91
+ client = genai.Client(api_key='GEMINI_API_KEY')
92
+ ```
93
+
94
+ ```python
95
+ from google import genai
96
+
97
+ # Only run this block for Vertex AI API
98
+ client = genai.Client(
99
+ vertexai=True, project='your-project-id', location='us-central1'
100
+ )
101
+ ```
102
+
103
+ ## Using types
104
+
105
+ All API methods support Pydantic types and dictionaries, which you can access
106
+ from `google.genai.types`. You can import the types module with the following:
107
+
108
+ ```python
109
+ from google.genai import types
110
+ ```
111
+
112
+ Below is an example `generate_content()` call using types from the types module:
113
+
114
+ ```python
115
+ response = client.models.generate_content(
116
+ model='gemini-2.5-flash',
117
+ contents=types.Part.from_text(text='Why is the sky blue?'),
118
+ config=types.GenerateContentConfig(
119
+ temperature=0,
120
+ top_p=0.95,
121
+ top_k=20,
122
+ ),
123
+ )
124
+ ```
125
+
126
+ Alternatively, you can accomplish the same request using dictionaries instead of
127
+ types:
128
+
129
+ ```python
130
+ response = client.models.generate_content(
131
+ model='gemini-2.5-flash',
132
+ contents={'text': 'Why is the sky blue?'},
133
+ config={
134
+ 'temperature': 0,
135
+ 'top_p': 0.95,
136
+ 'top_k': 20,
137
+ },
138
+ )
139
+ ```
140
+
141
+ **(Optional) Using environment variables:**
142
+
143
+ You can create a client by configuring the necessary environment variables.
144
+ Configuration setup instructions depends on whether you're using the Gemini
145
+ Developer API or the Gemini API in Vertex AI.
146
+
147
+ **Gemini Developer API:** Set the `GEMINI_API_KEY` or `GOOGLE_API_KEY`.
148
+ It will automatically be picked up by the client. It's recommended that you
149
+ set only one of those variables, but if both are set, `GOOGLE_API_KEY` takes
150
+ precedence.
151
+
152
+ ```bash
153
+ export GEMINI_API_KEY='your-api-key'
154
+ ```
155
+
156
+ **Gemini API on Vertex AI:** Set `GOOGLE_GENAI_USE_VERTEXAI`,
157
+ `GOOGLE_CLOUD_PROJECT` and `GOOGLE_CLOUD_LOCATION`, as shown below:
158
+
159
+ ```bash
160
+ export GOOGLE_GENAI_USE_VERTEXAI=true
161
+ export GOOGLE_CLOUD_PROJECT='your-project-id'
162
+ export GOOGLE_CLOUD_LOCATION='us-central1'
163
+ ```
164
+
165
+ ```python
166
+ from google import genai
167
+
168
+ client = genai.Client()
169
+ ```
170
+
171
+ ## Close a client
172
+
173
+ Explicitly close the sync client to ensure that resources, such as the
174
+ underlying HTTP connections, are properly cleaned up and closed.
175
+
176
+ ```python
177
+ from google.genai import Client
178
+
179
+ client = Client()
180
+ response_1 = client.models.generate_content(
181
+ model=MODEL_ID,
182
+ contents='Hello',
183
+ )
184
+ response_2 = client.models.generate_content(
185
+ model=MODEL_ID,
186
+ contents='Ask a question',
187
+ )
188
+ # Close the sync client to release resources.
189
+ client.close()
190
+ ```
191
+
192
+ To explicitly close the async client:
193
+
194
+ ```python
195
+ from google.genai import Client
196
+
197
+ aclient = Client(
198
+ vertexai=True, project='my-project-id', location='us-central1'
199
+ ).aio
200
+ response_1 = await aclient.models.generate_content(
201
+ model=MODEL_ID,
202
+ contents='Hello',
203
+ )
204
+ response_2 = await aclient.models.generate_content(
205
+ model=MODEL_ID,
206
+ contents='Ask a question',
207
+ )
208
+ # Close the async client to release resources.
209
+ await aclient.aclose()
210
+ ```
211
+
212
+ ## Client context managers
213
+
214
+ By using the sync client context manager, it will close the underlying
215
+ sync client when exiting the with block and avoid httpx "client has been closed" error like [issues#1763](https://github.com/googleapis/python-genai/issues/1763).
216
+
217
+ ```python
218
+ from google.genai import Client
219
+
220
+ with Client() as client:
221
+ response_1 = client.models.generate_content(
222
+ model=MODEL_ID,
223
+ contents='Hello',
224
+ )
225
+ response_2 = client.models.generate_content(
226
+ model=MODEL_ID,
227
+ contents='Ask a question',
228
+ )
229
+ ```
230
+
231
+ By using the async client context manager, it will close the underlying
232
+ async client when exiting the with block.
233
+
234
+ ```python
235
+ from google.genai import Client
236
+
237
+ async with Client().aio as aclient:
238
+ response_1 = await aclient.models.generate_content(
239
+ model=MODEL_ID,
240
+ contents='Hello',
241
+ )
242
+ response_2 = await aclient.models.generate_content(
243
+ model=MODEL_ID,
244
+ contents='Ask a question',
245
+ )
246
+ ```
247
+
248
+ ### API Selection
249
+
250
+ By default, the SDK uses the beta API endpoints provided by Google to support
251
+ preview features in the APIs. The stable API endpoints can be selected by
252
+ setting the API version to `v1`.
253
+
254
+ To set the API version use `http_options`. For example, to set the API version
255
+ to `v1` for Vertex AI:
256
+
257
+ ```python
258
+ from google import genai
259
+ from google.genai import types
260
+
261
+ client = genai.Client(
262
+ vertexai=True,
263
+ project='your-project-id',
264
+ location='us-central1',
265
+ http_options=types.HttpOptions(api_version='v1')
266
+ )
267
+ ```
268
+
269
+ To set the API version to `v1alpha` for the Gemini Developer API:
270
+
271
+ ```python
272
+ from google import genai
273
+ from google.genai import types
274
+
275
+ client = genai.Client(
276
+ api_key='GEMINI_API_KEY',
277
+ http_options=types.HttpOptions(api_version='v1alpha')
278
+ )
279
+ ```
280
+
281
+ ### Faster async client option: Aiohttp
282
+
283
+ By default we use httpx for both sync and async client implementations. In order
284
+ to have faster performance, you may install `google-genai[aiohttp]`. In Gen AI
285
+ SDK we configure `trust_env=True` to match with the default behavior of httpx.
286
+ Additional args of `aiohttp.ClientSession.request()` ([see `_RequestOptions` args](https://github.com/aio-libs/aiohttp/blob/v3.12.13/aiohttp/client.py#L170)) can be passed
287
+ through the following way:
288
+
289
+ ```python
290
+ http_options = types.HttpOptions(
291
+ async_client_args={'cookies': ..., 'ssl': ...},
292
+ )
293
+
294
+ client=Client(..., http_options=http_options)
295
+ ```
296
+
297
+ ### Proxy
298
+
299
+ Both httpx and aiohttp libraries use `urllib.request.getproxies` from
300
+ environment variables. Before client initialization, you may set proxy (and
301
+ optional `SSL_CERT_FILE`) by setting the environment variables:
302
+
303
+ ```bash
304
+ export HTTPS_PROXY='http://username:password@proxy_uri:port'
305
+ export SSL_CERT_FILE='client.pem'
306
+ ```
307
+
308
+ If you need `socks5` proxy, httpx [supports](https://www.python-httpx.org/advanced/proxies/#socks) `socks5` proxy if you pass it via
309
+ args to `httpx.Client()`. You may install `httpx[socks]` to use it.
310
+ Then, you can pass it through the following way:
311
+
312
+ ```python
313
+ http_options = types.HttpOptions(
314
+ client_args={'proxy': 'socks5://user:pass@host:port'},
315
+ async_client_args={'proxy': 'socks5://user:pass@host:port'},
316
+ )
317
+
318
+ client=Client(..., http_options=http_options)
319
+ ```
320
+
321
+ ### Custom base url
322
+
323
+ In some cases you might need a custom base url (for example, API gateway proxy
324
+ server) and bypass some authentication checks for project, location, or API key.
325
+ You may pass the custom base url like this:
326
+
327
+ ```python
328
+ base_url = 'https://test-api-gateway-proxy.com'
329
+ client = Client(
330
+ vertexai=True, # Currently only vertexai=True is supported
331
+ http_options={
332
+ 'base_url': base_url,
333
+ 'headers': {'Authorization': 'Bearer test_token'},
334
+ },
335
+ )
336
+ ```
337
+
338
+ ## Types
339
+
340
+ Parameter types can be specified as either dictionaries(`TypedDict`) or
341
+ [Pydantic Models](https://pydantic.readthedocs.io/en/stable/model.html).
342
+ Pydantic model types are available in the `types` module.
343
+
344
+ ## Models
345
+
346
+ The `client.models` module exposes model inferencing and model getters.
347
+ See the 'Create a client' section above to initialize a client.
348
+
349
+ ### Generate Content
350
+
351
+ #### with text content input (text output)
352
+
353
+ ```python
354
+ response = client.models.generate_content(
355
+ model='gemini-2.5-flash', contents='Why is the sky blue?'
356
+ )
357
+ print(response.text)
358
+ ```
359
+
360
+ #### with text content input (image output)
361
+
362
+ ```python
363
+ from google.genai import types
364
+
365
+ response = client.models.generate_content(
366
+ model='gemini-2.5-flash-image',
367
+ contents='A cartoon infographic for flying sneakers',
368
+ config=types.GenerateContentConfig(
369
+ response_modalities=["IMAGE"],
370
+ image_config=types.ImageConfig(
371
+ aspect_ratio="9:16",
372
+ ),
373
+ ),
374
+ )
375
+
376
+ for part in response.parts:
377
+ if part.inline_data:
378
+ generated_image = part.as_image()
379
+ generated_image.show()
380
+ ```
381
+
382
+ #### with uploaded file (Gemini Developer API only)
383
+
384
+ Download the file in console.
385
+
386
+ ```sh
387
+ !wget -q https://storage.googleapis.com/generativeai-downloads/data/a11.txt
388
+ ```
389
+
390
+ python code.
391
+
392
+ ```python
393
+ file = client.files.upload(file='a11.txt')
394
+ response = client.models.generate_content(
395
+ model='gemini-2.5-flash',
396
+ contents=['Could you summarize this file?', file]
397
+ )
398
+ print(response.text)
399
+ ```
400
+
401
+ #### How to structure `contents` argument for `generate_content`
402
+
403
+ The SDK always converts the inputs to the `contents` argument into
404
+ `list[types.Content]`.
405
+ The following shows some common ways to provide your inputs.
406
+
407
+ ##### Provide a `list[types.Content]`
408
+
409
+ This is the canonical way to provide contents, SDK will not do any conversion.
410
+
411
+ ##### Provide a `types.Content` instance
412
+
413
+ ```python
414
+ from google.genai import types
415
+
416
+ contents = types.Content(
417
+ role='user',
418
+ parts=[types.Part.from_text(text='Why is the sky blue?')]
419
+ )
420
+ ```
421
+
422
+ SDK converts this to
423
+
424
+ ```python
425
+ [
426
+ types.Content(
427
+ role='user',
428
+ parts=[types.Part.from_text(text='Why is the sky blue?')]
429
+ )
430
+ ]
431
+ ```
432
+
433
+ ##### Provide a string
434
+
435
+ ```python
436
+ contents='Why is the sky blue?'
437
+ ```
438
+
439
+ The SDK will assume this is a text part, and it converts this into the following:
440
+
441
+ ```python
442
+ [
443
+ types.UserContent(
444
+ parts=[
445
+ types.Part.from_text(text='Why is the sky blue?')
446
+ ]
447
+ )
448
+ ]
449
+ ```
450
+
451
+ Where a `types.UserContent` is a subclass of `types.Content`, it sets the
452
+ `role` field to be `user`.
453
+
454
+ ##### Provide a list of strings
455
+
456
+ ```python
457
+ contents=['Why is the sky blue?', 'Why is the cloud white?']
458
+ ```
459
+
460
+ The SDK assumes these are 2 text parts, it converts this into a single content,
461
+ like the following:
462
+
463
+ ```python
464
+ [
465
+ types.UserContent(
466
+ parts=[
467
+ types.Part.from_text(text='Why is the sky blue?'),
468
+ types.Part.from_text(text='Why is the cloud white?'),
469
+ ]
470
+ )
471
+ ]
472
+ ```
473
+
474
+ Where a `types.UserContent` is a subclass of `types.Content`, the
475
+ `role` field in `types.UserContent` is fixed to be `user`.
476
+
477
+ ##### Provide a function call part
478
+
479
+ ```python
480
+ from google.genai import types
481
+
482
+ contents = types.Part.from_function_call(
483
+ name='get_weather_by_location',
484
+ args={'location': 'Boston'}
485
+ )
486
+ ```
487
+
488
+ The SDK converts a function call part to a content with a `model` role:
489
+
490
+ ```python
491
+ [
492
+ types.ModelContent(
493
+ parts=[
494
+ types.Part.from_function_call(
495
+ name='get_weather_by_location',
496
+ args={'location': 'Boston'}
497
+ )
498
+ ]
499
+ )
500
+ ]
501
+ ```
502
+
503
+ Where a `types.ModelContent` is a subclass of `types.Content`, the
504
+ `role` field in `types.ModelContent` is fixed to be `model`.
505
+
506
+ ##### Provide a list of function call parts
507
+
508
+ ```python
509
+ from google.genai import types
510
+
511
+ contents = [
512
+ types.Part.from_function_call(
513
+ name='get_weather_by_location',
514
+ args={'location': 'Boston'}
515
+ ),
516
+ types.Part.from_function_call(
517
+ name='get_weather_by_location',
518
+ args={'location': 'New York'}
519
+ ),
520
+ ]
521
+ ```
522
+
523
+ The SDK converts a list of function call parts to a content with a `model` role:
524
+
525
+ ```python
526
+ [
527
+ types.ModelContent(
528
+ parts=[
529
+ types.Part.from_function_call(
530
+ name='get_weather_by_location',
531
+ args={'location': 'Boston'}
532
+ ),
533
+ types.Part.from_function_call(
534
+ name='get_weather_by_location',
535
+ args={'location': 'New York'}
536
+ )
537
+ ]
538
+ )
539
+ ]
540
+ ```
541
+
542
+ Where a `types.ModelContent` is a subclass of `types.Content`, the
543
+ `role` field in `types.ModelContent` is fixed to be `model`.
544
+
545
+ ##### Provide a non function call part
546
+
547
+ ```python
548
+ from google.genai import types
549
+
550
+ contents = types.Part.from_uri(
551
+ file_uri: 'gs://generativeai-downloads/images/scones.jpg',
552
+ mime_type: 'image/jpeg',
553
+ )
554
+ ```
555
+
556
+ The SDK converts all non function call parts into a content with a `user` role.
557
+
558
+ ```python
559
+ [
560
+ types.UserContent(parts=[
561
+ types.Part.from_uri(
562
+ file_uri: 'gs://generativeai-downloads/images/scones.jpg',
563
+ mime_type: 'image/jpeg',
564
+ )
565
+ ])
566
+ ]
567
+ ```
568
+
569
+ ##### Provide a list of non function call parts
570
+
571
+ ```python
572
+ from google.genai import types
573
+
574
+ contents = [
575
+ types.Part.from_text('What is this image about?'),
576
+ types.Part.from_uri(
577
+ file_uri: 'gs://generativeai-downloads/images/scones.jpg',
578
+ mime_type: 'image/jpeg',
579
+ )
580
+ ]
581
+ ```
582
+
583
+ The SDK will convert the list of parts into a content with a `user` role
584
+
585
+ ```python
586
+ [
587
+ types.UserContent(
588
+ parts=[
589
+ types.Part.from_text('What is this image about?'),
590
+ types.Part.from_uri(
591
+ file_uri: 'gs://generativeai-downloads/images/scones.jpg',
592
+ mime_type: 'image/jpeg',
593
+ )
594
+ ]
595
+ )
596
+ ]
597
+ ```
598
+
599
+ ##### Mix types in contents
600
+
601
+ You can also provide a list of `types.ContentUnion`. The SDK leaves items of
602
+ `types.Content` as is, it groups consecutive non function call parts into a
603
+ single `types.UserContent`, and it groups consecutive function call parts into
604
+ a single `types.ModelContent`.
605
+
606
+ If you put a list within a list, the inner list can only contain
607
+ `types.PartUnion` items. The SDK will convert the inner list into a single
608
+ `types.UserContent`.
609
+
610
+ ### System Instructions and Other Configs
611
+
612
+ The output of the model can be influenced by several optional settings
613
+ available in generate_content's config parameter. For example, increasing
614
+ `max_output_tokens` is essential for longer model responses. To make a model more
615
+ deterministic, lowering the `temperature` parameter reduces randomness, with
616
+ values near 0 minimizing variability. Capabilities and parameter defaults for
617
+ each model is shown in the
618
+ [Vertex AI docs](https://cloud.google.com/vertex-ai/generative-ai/docs/models/gemini/2-5-flash)
619
+ and [Gemini API docs](https://ai.google.dev/gemini-api/docs/models) respectively.
620
+
621
+ ```python
622
+ from google.genai import types
623
+
624
+ response = client.models.generate_content(
625
+ model='gemini-2.5-flash',
626
+ contents='high',
627
+ config=types.GenerateContentConfig(
628
+ system_instruction='I say high, you say low',
629
+ max_output_tokens=3,
630
+ temperature=0.3,
631
+ ),
632
+ )
633
+ print(response.text)
634
+ ```
635
+
636
+ ### List Base Models
637
+
638
+ To retrieve tuned models, see [list tuned models](#list-tuned-models).
639
+
640
+ ```python
641
+ for model in client.models.list():
642
+ print(model)
643
+ ```
644
+
645
+ ```python
646
+ pager = client.models.list(config={'page_size': 10})
647
+ print(pager.page_size)
648
+ print(pager[0])
649
+ pager.next_page()
650
+ print(pager[0])
651
+ ```
652
+
653
+ #### List Base Models (Asynchronous)
654
+
655
+ ```python
656
+ async for job in await client.aio.models.list():
657
+ print(job)
658
+ ```
659
+
660
+ ```python
661
+ async_pager = await client.aio.models.list(config={'page_size': 10})
662
+ print(async_pager.page_size)
663
+ print(async_pager[0])
664
+ await async_pager.next_page()
665
+ print(async_pager[0])
666
+ ```
667
+
668
+ ### Safety Settings
669
+
670
+ ```python
671
+ from google.genai import types
672
+
673
+ response = client.models.generate_content(
674
+ model='gemini-2.5-flash',
675
+ contents='Say something bad.',
676
+ config=types.GenerateContentConfig(
677
+ safety_settings=[
678
+ types.SafetySetting(
679
+ category='HARM_CATEGORY_HATE_SPEECH',
680
+ threshold='BLOCK_ONLY_HIGH',
681
+ )
682
+ ]
683
+ ),
684
+ )
685
+ print(response.text)
686
+ ```
687
+
688
+ ### Function Calling
689
+
690
+ #### Automatic Python function Support
691
+
692
+ You can pass a Python function directly and it will be automatically
693
+ called and responded by default.
694
+
695
+ ```python
696
+ from google.genai import types
697
+
698
+ def get_current_weather(location: str) -> str:
699
+ """Returns the current weather.
700
+
701
+ Args:
702
+ location: The city and state, e.g. San Francisco, CA
703
+ """
704
+ return 'sunny'
705
+
706
+
707
+ response = client.models.generate_content(
708
+ model='gemini-2.5-flash',
709
+ contents='What is the weather like in Boston?',
710
+ config=types.GenerateContentConfig(tools=[get_current_weather]),
711
+ )
712
+
713
+ print(response.text)
714
+ ```
715
+
716
+ #### Disabling automatic function calling
717
+
718
+ If you pass in a python function as a tool directly, and do not want
719
+ automatic function calling, you can disable automatic function calling
720
+ as follows:
721
+
722
+ ```python
723
+ from google.genai import types
724
+
725
+ response = client.models.generate_content(
726
+ model='gemini-2.5-flash',
727
+ contents='What is the weather like in Boston?',
728
+ config=types.GenerateContentConfig(
729
+ tools=[get_current_weather],
730
+ automatic_function_calling=types.AutomaticFunctionCallingConfig(
731
+ disable=True
732
+ ),
733
+ ),
734
+ )
735
+ ```
736
+
737
+ With automatic function calling disabled, you will get a list of function call
738
+ parts in the response:
739
+
740
+ ```python
741
+ function_calls: Optional[List[types.FunctionCall]] = response.function_calls
742
+ ```
743
+
744
+ #### Manually declare and invoke a function for function calling
745
+
746
+ If you don't want to use the automatic function support, you can manually
747
+ declare the function and invoke it.
748
+
749
+ The following example shows how to declare a function and pass it as a tool.
750
+ Then you will receive a function call part in the response.
751
+
752
+ ```python
753
+ from google.genai import types
754
+
755
+ function = types.FunctionDeclaration(
756
+ name='get_current_weather',
757
+ description='Get the current weather in a given location',
758
+ parameters_json_schema={
759
+ 'type': 'object',
760
+ 'properties': {
761
+ 'location': {
762
+ 'type': 'string',
763
+ 'description': 'The city and state, e.g. San Francisco, CA',
764
+ }
765
+ },
766
+ 'required': ['location'],
767
+ },
768
+ )
769
+
770
+ tool = types.Tool(function_declarations=[function])
771
+
772
+ response = client.models.generate_content(
773
+ model='gemini-2.5-flash',
774
+ contents='What is the weather like in Boston?',
775
+ config=types.GenerateContentConfig(tools=[tool]),
776
+ )
777
+
778
+ print(response.function_calls[0])
779
+ ```
780
+
781
+ After you receive the function call part from the model, you can invoke the function
782
+ and get the function response. And then you can pass the function response to
783
+ the model.
784
+ The following example shows how to do it for a simple function invocation.
785
+
786
+ ```python
787
+ from google.genai import types
788
+
789
+ user_prompt_content = types.Content(
790
+ role='user',
791
+ parts=[types.Part.from_text(text='What is the weather like in Boston?')],
792
+ )
793
+ function_call_part = response.function_calls[0]
794
+ function_call_content = response.candidates[0].content
795
+
796
+
797
+ try:
798
+ function_result = get_current_weather(
799
+ **function_call_part.function_call.args
800
+ )
801
+ function_response = {'result': function_result}
802
+ except (
803
+ Exception
804
+ ) as e: # instead of raising the exception, you can let the model handle it
805
+ function_response = {'error': str(e)}
806
+
807
+
808
+ function_response_part = types.Part.from_function_response(
809
+ name=function_call_part.name,
810
+ response=function_response,
811
+ )
812
+ function_response_content = types.Content(
813
+ role='tool', parts=[function_response_part]
814
+ )
815
+
816
+ response = client.models.generate_content(
817
+ model='gemini-2.5-flash',
818
+ contents=[
819
+ user_prompt_content,
820
+ function_call_content,
821
+ function_response_content,
822
+ ],
823
+ config=types.GenerateContentConfig(
824
+ tools=[tool],
825
+ ),
826
+ )
827
+
828
+ print(response.text)
829
+ ```
830
+
831
+ #### Function calling with `ANY` tools config mode
832
+
833
+ If you configure function calling mode to be `ANY`, then the model will always
834
+ return function call parts. If you also pass a python function as a tool, by
835
+ default the SDK will perform automatic function calling until the remote calls exceed the
836
+ maximum remote call for automatic function calling (default to 10 times).
837
+
838
+ If you'd like to disable automatic function calling in `ANY` mode:
839
+
840
+ ```python
841
+ from google.genai import types
842
+
843
+ def get_current_weather(location: str) -> str:
844
+ """Returns the current weather.
845
+
846
+ Args:
847
+ location: The city and state, e.g. San Francisco, CA
848
+ """
849
+ return "sunny"
850
+
851
+ response = client.models.generate_content(
852
+ model="gemini-2.5-flash",
853
+ contents="What is the weather like in Boston?",
854
+ config=types.GenerateContentConfig(
855
+ tools=[get_current_weather],
856
+ automatic_function_calling=types.AutomaticFunctionCallingConfig(
857
+ disable=True
858
+ ),
859
+ tool_config=types.ToolConfig(
860
+ function_calling_config=types.FunctionCallingConfig(mode='ANY')
861
+ ),
862
+ ),
863
+ )
864
+ ```
865
+
866
+ If you'd like to set `x` number of automatic function call turns, you can
867
+ configure the maximum remote calls to be `x + 1`.
868
+ Assuming you prefer `1` turn for automatic function calling.
869
+
870
+ ```python
871
+ from google.genai import types
872
+
873
+ def get_current_weather(location: str) -> str:
874
+ """Returns the current weather.
875
+
876
+ Args:
877
+ location: The city and state, e.g. San Francisco, CA
878
+ """
879
+ return "sunny"
880
+
881
+ response = client.models.generate_content(
882
+ model="gemini-2.5-flash",
883
+ contents="What is the weather like in Boston?",
884
+ config=types.GenerateContentConfig(
885
+ tools=[get_current_weather],
886
+ automatic_function_calling=types.AutomaticFunctionCallingConfig(
887
+ maximum_remote_calls=2
888
+ ),
889
+ tool_config=types.ToolConfig(
890
+ function_calling_config=types.FunctionCallingConfig(mode='ANY')
891
+ ),
892
+ ),
893
+ )
894
+ ```
895
+
896
+ #### Model Context Protocol (MCP) support (experimental)
897
+
898
+ Built-in [MCP](https://modelcontextprotocol.io/introduction) support is an
899
+ experimental feature. You can pass a local MCP server as a tool directly.
900
+
901
+ ```python
902
+ import os
903
+ import asyncio
904
+ from datetime import datetime
905
+ from mcp import ClientSession, StdioServerParameters
906
+ from mcp.client.stdio import stdio_client
907
+ from google import genai
908
+
909
+ client = genai.Client()
910
+
911
+ # Create server parameters for stdio connection
912
+ server_params = StdioServerParameters(
913
+ command="npx", # Executable
914
+ args=["-y", "@philschmid/weather-mcp"], # MCP Server
915
+ env=None, # Optional environment variables
916
+ )
917
+
918
+ async def run():
919
+ async with stdio_client(server_params) as (read, write):
920
+ async with ClientSession(read, write) as session:
921
+ # Prompt to get the weather for the current day in London.
922
+ prompt = f"What is the weather in London in {datetime.now().strftime('%Y-%m-%d')}?"
923
+
924
+ # Initialize the connection between client and server
925
+ await session.initialize()
926
+
927
+ # Send request to the model with MCP function declarations
928
+ response = await client.aio.models.generate_content(
929
+ model="gemini-2.5-flash",
930
+ contents=prompt,
931
+ config=genai.types.GenerateContentConfig(
932
+ temperature=0,
933
+ tools=[session], # uses the session, will automatically call the tool using automatic function calling
934
+ ),
935
+ )
936
+ print(response.text)
937
+
938
+ # Start the asyncio event loop and run the main function
939
+ asyncio.run(run())
940
+ ```
941
+
942
+ ### JSON Response Schema
943
+
944
+ However you define your schema, don't duplicate it in your input prompt,
945
+ including by giving examples of expected JSON output. If you do, the generated
946
+ output might be lower in quality.
947
+
948
+ #### JSON Schema support
949
+
950
+ Schemas can be provided as standard JSON schema.
951
+
952
+ ```python
953
+ user_profile = {
954
+ 'properties': {
955
+ 'age': {
956
+ 'anyOf': [
957
+ {'maximum': 20, 'minimum': 0, 'type': 'integer'},
958
+ {'type': 'null'},
959
+ ],
960
+ 'title': 'Age',
961
+ },
962
+ 'username': {
963
+ 'description': "User's unique name",
964
+ 'title': 'Username',
965
+ 'type': 'string',
966
+ },
967
+ },
968
+ 'required': ['username', 'age'],
969
+ 'title': 'User Schema',
970
+ 'type': 'object',
971
+ }
972
+
973
+ response = client.models.generate_content(
974
+ model='gemini-2.5-flash',
975
+ contents='Give me a random user profile.',
976
+ config={
977
+ 'response_mime_type': 'application/json',
978
+ 'response_json_schema': user_profile
979
+ },
980
+ )
981
+ print(response.parsed)
982
+ ```
983
+
984
+ #### Pydantic Model Schema support
985
+
986
+ Schemas can be provided as Pydantic Models.
987
+
988
+ ```python
989
+ from pydantic import BaseModel
990
+ from google.genai import types
991
+
992
+
993
+ class CountryInfo(BaseModel):
994
+ name: str
995
+ population: int
996
+ capital: str
997
+ continent: str
998
+ gdp: int
999
+ official_language: str
1000
+ total_area_sq_mi: int
1001
+
1002
+
1003
+ response = client.models.generate_content(
1004
+ model='gemini-2.5-flash',
1005
+ contents='Give me information for the United States.',
1006
+ config=types.GenerateContentConfig(
1007
+ response_mime_type='application/json',
1008
+ response_schema=CountryInfo,
1009
+ ),
1010
+ )
1011
+ print(response.text)
1012
+ ```
1013
+
1014
+ ```python
1015
+ from google.genai import types
1016
+
1017
+ response = client.models.generate_content(
1018
+ model='gemini-2.5-flash',
1019
+ contents='Give me information for the United States.',
1020
+ config=types.GenerateContentConfig(
1021
+ response_mime_type='application/json',
1022
+ response_schema={
1023
+ 'required': [
1024
+ 'name',
1025
+ 'population',
1026
+ 'capital',
1027
+ 'continent',
1028
+ 'gdp',
1029
+ 'official_language',
1030
+ 'total_area_sq_mi',
1031
+ ],
1032
+ 'properties': {
1033
+ 'name': {'type': 'STRING'},
1034
+ 'population': {'type': 'INTEGER'},
1035
+ 'capital': {'type': 'STRING'},
1036
+ 'continent': {'type': 'STRING'},
1037
+ 'gdp': {'type': 'INTEGER'},
1038
+ 'official_language': {'type': 'STRING'},
1039
+ 'total_area_sq_mi': {'type': 'INTEGER'},
1040
+ },
1041
+ 'type': 'OBJECT',
1042
+ },
1043
+ ),
1044
+ )
1045
+ print(response.text)
1046
+ ```
1047
+
1048
+ ### Enum Response Schema
1049
+
1050
+ #### Text Response
1051
+
1052
+ You can set response_mime_type to 'text/x.enum' to return one of those enum
1053
+ values as the response.
1054
+
1055
+ ```python
1056
+ from enum import Enum
1057
+
1058
+ class InstrumentEnum(Enum):
1059
+ PERCUSSION = 'Percussion'
1060
+ STRING = 'String'
1061
+ WOODWIND = 'Woodwind'
1062
+ BRASS = 'Brass'
1063
+ KEYBOARD = 'Keyboard'
1064
+
1065
+ response = client.models.generate_content(
1066
+ model='gemini-2.5-flash',
1067
+ contents='What instrument plays multiple notes at once?',
1068
+ config={
1069
+ 'response_mime_type': 'text/x.enum',
1070
+ 'response_schema': InstrumentEnum,
1071
+ },
1072
+ )
1073
+ print(response.text)
1074
+ ```
1075
+
1076
+ #### JSON Response
1077
+
1078
+ You can also set `response_mime_type` to `'application/json'`, the response will be
1079
+ identical but in quotes.
1080
+
1081
+ ```python
1082
+ from enum import Enum
1083
+
1084
+ class InstrumentEnum(Enum):
1085
+ PERCUSSION = 'Percussion'
1086
+ STRING = 'String'
1087
+ WOODWIND = 'Woodwind'
1088
+ BRASS = 'Brass'
1089
+ KEYBOARD = 'Keyboard'
1090
+
1091
+ response = client.models.generate_content(
1092
+ model='gemini-2.5-flash',
1093
+ contents='What instrument plays multiple notes at once?',
1094
+ config={
1095
+ 'response_mime_type': 'application/json',
1096
+ 'response_schema': InstrumentEnum,
1097
+ },
1098
+ )
1099
+ print(response.text)
1100
+ ```
1101
+
1102
+ ### Generate Content (Synchronous Streaming)
1103
+
1104
+ Generate content in a streaming format so that the model outputs streams back
1105
+ to you, rather than being returned as one chunk.
1106
+
1107
+ #### Streaming for text content
1108
+
1109
+ ```python
1110
+ for chunk in client.models.generate_content_stream(
1111
+ model='gemini-2.5-flash', contents='Tell me a story in 300 words.'
1112
+ ):
1113
+ print(chunk.text, end='')
1114
+ ```
1115
+
1116
+ #### Streaming for image content
1117
+
1118
+ If your image is stored in [Google Cloud Storage](https://cloud.google.com/storage),
1119
+ you can use the `from_uri` class method to create a `Part` object.
1120
+
1121
+ ```python
1122
+ from google.genai import types
1123
+
1124
+ for chunk in client.models.generate_content_stream(
1125
+ model='gemini-2.5-flash',
1126
+ contents=[
1127
+ 'What is this image about?',
1128
+ types.Part.from_uri(
1129
+ file_uri='gs://generativeai-downloads/images/scones.jpg',
1130
+ mime_type='image/jpeg',
1131
+ ),
1132
+ ],
1133
+ ):
1134
+ print(chunk.text, end='')
1135
+ ```
1136
+
1137
+ If your image is stored in your local file system, you can read it in as bytes
1138
+ data and use the `from_bytes` class method to create a `Part` object.
1139
+
1140
+ ```python
1141
+ from google.genai import types
1142
+
1143
+ YOUR_IMAGE_PATH = 'your_image_path'
1144
+ YOUR_IMAGE_MIME_TYPE = 'your_image_mime_type'
1145
+ with open(YOUR_IMAGE_PATH, 'rb') as f:
1146
+ image_bytes = f.read()
1147
+
1148
+ for chunk in client.models.generate_content_stream(
1149
+ model='gemini-2.5-flash',
1150
+ contents=[
1151
+ 'What is this image about?',
1152
+ types.Part.from_bytes(data=image_bytes, mime_type=YOUR_IMAGE_MIME_TYPE),
1153
+ ],
1154
+ ):
1155
+ print(chunk.text, end='')
1156
+ ```
1157
+
1158
+ ### Generate Content (Asynchronous Non Streaming)
1159
+
1160
+ `client.aio` exposes all the analogous [`async` methods](https://docs.python.org/3/library/asyncio.html)
1161
+ that are available on `client`. Note that it applies to all the modules.
1162
+
1163
+ For example, `client.aio.models.generate_content` is the `async` version
1164
+ of `client.models.generate_content`
1165
+
1166
+ ```python
1167
+ response = await client.aio.models.generate_content(
1168
+ model='gemini-2.5-flash', contents='Tell me a story in 300 words.'
1169
+ )
1170
+
1171
+ print(response.text)
1172
+ ```
1173
+
1174
+ ### Generate Content (Asynchronous Streaming)
1175
+
1176
+ ```python
1177
+ async for chunk in await client.aio.models.generate_content_stream(
1178
+ model='gemini-2.5-flash', contents='Tell me a story in 300 words.'
1179
+ ):
1180
+ print(chunk.text, end='')
1181
+ ```
1182
+
1183
+ ### Count Tokens and Compute Tokens
1184
+
1185
+ ```python
1186
+ response = client.models.count_tokens(
1187
+ model='gemini-2.5-flash',
1188
+ contents='why is the sky blue?',
1189
+ )
1190
+ print(response)
1191
+ ```
1192
+
1193
+ #### Compute Tokens
1194
+
1195
+ Compute tokens is only supported in Vertex AI.
1196
+
1197
+ ```python
1198
+ response = client.models.compute_tokens(
1199
+ model='gemini-2.5-flash',
1200
+ contents='why is the sky blue?',
1201
+ )
1202
+ print(response)
1203
+ ```
1204
+
1205
+ ##### Async
1206
+
1207
+ ```python
1208
+ response = await client.aio.models.count_tokens(
1209
+ model='gemini-2.5-flash',
1210
+ contents='why is the sky blue?',
1211
+ )
1212
+ print(response)
1213
+ ```
1214
+
1215
+ #### Local Count Tokens
1216
+
1217
+ ```python
1218
+ tokenizer = genai.LocalTokenizer(model_name='gemini-2.5-flash')
1219
+ result = tokenizer.count_tokens("What is your name?")
1220
+ ```
1221
+
1222
+ #### Local Compute Tokens
1223
+
1224
+ ```python
1225
+ tokenizer = genai.LocalTokenizer(model_name='gemini-2.5-flash')
1226
+ result = tokenizer.compute_tokens("What is your name?")
1227
+ ```
1228
+
1229
+ ### Embed Content
1230
+
1231
+ ```python
1232
+ response = client.models.embed_content(
1233
+ model='gemini-embedding-001',
1234
+ contents='why is the sky blue?',
1235
+ )
1236
+ print(response)
1237
+ ```
1238
+
1239
+ ```python
1240
+ from google.genai import types
1241
+
1242
+ response = client.models.embed_content(
1243
+ model='gemini-embedding-001',
1244
+ contents=['why is the sky blue?', 'What is your age?'],
1245
+ config=types.EmbedContentConfig(output_dimensionality=10),
1246
+ )
1247
+
1248
+ print(response)
1249
+ ```
1250
+
1251
+ ### Imagen
1252
+
1253
+ #### Generate Images
1254
+
1255
+ ```python
1256
+ from google.genai import types
1257
+
1258
+ response1 = client.models.generate_images(
1259
+ model='imagen-4.0-generate-001',
1260
+ prompt='An umbrella in the foreground, and a rainy night sky in the background',
1261
+ config=types.GenerateImagesConfig(
1262
+ number_of_images=1,
1263
+ include_rai_reason=True,
1264
+ output_mime_type='image/jpeg',
1265
+ ),
1266
+ )
1267
+ response1.generated_images[0].image.show()
1268
+ ```
1269
+
1270
+ #### Upscale Image
1271
+
1272
+ Upscale image is only supported in Vertex AI.
1273
+
1274
+ ```python
1275
+ from google.genai import types
1276
+
1277
+ response2 = client.models.upscale_image(
1278
+ model='imagen-4.0-upscale-preview',
1279
+ image=response1.generated_images[0].image,
1280
+ upscale_factor='x2',
1281
+ config=types.UpscaleImageConfig(
1282
+ include_rai_reason=True,
1283
+ output_mime_type='image/jpeg',
1284
+ ),
1285
+ )
1286
+ response2.generated_images[0].image.show()
1287
+ ```
1288
+
1289
+ #### Edit Image
1290
+
1291
+ Edit image uses a separate model from generate and upscale.
1292
+
1293
+ Edit image is only supported in Vertex AI.
1294
+
1295
+ ```python
1296
+ # Edit the generated image from above
1297
+ from google.genai import types
1298
+ from google.genai.types import RawReferenceImage, MaskReferenceImage
1299
+
1300
+ raw_ref_image = RawReferenceImage(
1301
+ reference_id=1,
1302
+ reference_image=response1.generated_images[0].image,
1303
+ )
1304
+
1305
+ # Model computes a mask of the background
1306
+ mask_ref_image = MaskReferenceImage(
1307
+ reference_id=2,
1308
+ config=types.MaskReferenceConfig(
1309
+ mask_mode='MASK_MODE_BACKGROUND',
1310
+ mask_dilation=0,
1311
+ ),
1312
+ )
1313
+
1314
+ response3 = client.models.edit_image(
1315
+ model='imagen-3.0-capability-001',
1316
+ prompt='Sunlight and clear sky',
1317
+ reference_images=[raw_ref_image, mask_ref_image],
1318
+ config=types.EditImageConfig(
1319
+ edit_mode='EDIT_MODE_INPAINT_INSERTION',
1320
+ number_of_images=1,
1321
+ include_rai_reason=True,
1322
+ output_mime_type='image/jpeg',
1323
+ ),
1324
+ )
1325
+ response3.generated_images[0].image.show()
1326
+ ```
1327
+
1328
+ ### Veo
1329
+
1330
+ Support for generating videos is considered public preview
1331
+
1332
+ #### Generate Videos (Text to Video)
1333
+
1334
+ ```python
1335
+ from google.genai import types
1336
+
1337
+ # Create operation
1338
+ operation = client.models.generate_videos(
1339
+ model='veo-3.1-generate-preview',
1340
+ prompt='A neon hologram of a cat driving at top speed',
1341
+ config=types.GenerateVideosConfig(
1342
+ number_of_videos=1,
1343
+ duration_seconds=5,
1344
+ enhance_prompt=True,
1345
+ ),
1346
+ )
1347
+
1348
+ # Poll operation
1349
+ while not operation.done:
1350
+ time.sleep(20)
1351
+ operation = client.operations.get(operation)
1352
+
1353
+ video = operation.response.generated_videos[0].video
1354
+ video.show()
1355
+ ```
1356
+
1357
+ #### Generate Videos (Image to Video)
1358
+
1359
+ ```python
1360
+ from google.genai import types
1361
+
1362
+ # Read local image (uses mimetypes.guess_type to infer mime type)
1363
+ image = types.Image.from_file("local/path/file.png")
1364
+
1365
+ # Create operation
1366
+ operation = client.models.generate_videos(
1367
+ model='veo-3.1-generate-preview',
1368
+ # Prompt is optional if image is provided
1369
+ prompt='Night sky',
1370
+ image=image,
1371
+ config=types.GenerateVideosConfig(
1372
+ number_of_videos=1,
1373
+ duration_seconds=5,
1374
+ enhance_prompt=True,
1375
+ # Can also pass an Image into last_frame for frame interpolation
1376
+ ),
1377
+ )
1378
+
1379
+ # Poll operation
1380
+ while not operation.done:
1381
+ time.sleep(20)
1382
+ operation = client.operations.get(operation)
1383
+
1384
+ video = operation.response.generated_videos[0].video
1385
+ video.show()
1386
+ ```
1387
+
1388
+ #### Generate Videos (Video to Video)
1389
+
1390
+ Currently, only Gemini Developer API supports video extension on Veo 3.1 for
1391
+ previously generated videos. Vertex supports video extension on Veo 2.0.
1392
+
1393
+ ```python
1394
+ from google.genai import types
1395
+
1396
+ # Read local video (uses mimetypes.guess_type to infer mime type)
1397
+ video = types.Video.from_file("local/path/video.mp4")
1398
+
1399
+ # Create operation
1400
+ operation = client.models.generate_videos(
1401
+ model='veo-3.1-generate-preview',
1402
+ # Prompt is optional if Video is provided
1403
+ prompt='Night sky',
1404
+ # Input video must be in GCS for Vertex or a URI for Gemini
1405
+ video=types.Video(
1406
+ uri="gs://bucket-name/inputs/videos/cat_driving.mp4",
1407
+ ),
1408
+ config=types.GenerateVideosConfig(
1409
+ number_of_videos=1,
1410
+ duration_seconds=5,
1411
+ enhance_prompt=True,
1412
+ ),
1413
+ )
1414
+
1415
+ # Poll operation
1416
+ while not operation.done:
1417
+ time.sleep(20)
1418
+ operation = client.operations.get(operation)
1419
+
1420
+ video = operation.response.generated_videos[0].video
1421
+ video.show()
1422
+ ```
1423
+
1424
+ ## Chats
1425
+
1426
+ Create a chat session to start a multi-turn conversations with the model. Then,
1427
+ use `chat.send_message` function multiple times within the same chat session so
1428
+ that it can reflect on its previous responses (i.e., engage in an ongoing
1429
+ conversation). See the 'Create a client' section above to initialize a client.
1430
+
1431
+ ### Send Message (Synchronous Non-Streaming)
1432
+
1433
+ ```python
1434
+ chat = client.chats.create(model='gemini-2.5-flash')
1435
+ response = chat.send_message('tell me a story')
1436
+ print(response.text)
1437
+ response = chat.send_message('summarize the story you told me in 1 sentence')
1438
+ print(response.text)
1439
+ ```
1440
+
1441
+ ### Send Message (Synchronous Streaming)
1442
+
1443
+ ```python
1444
+ chat = client.chats.create(model='gemini-2.5-flash')
1445
+ for chunk in chat.send_message_stream('tell me a story'):
1446
+ print(chunk.text)
1447
+ ```
1448
+
1449
+ ### Send Message (Asynchronous Non-Streaming)
1450
+
1451
+ ```python
1452
+ chat = client.aio.chats.create(model='gemini-2.5-flash')
1453
+ response = await chat.send_message('tell me a story')
1454
+ print(response.text)
1455
+ ```
1456
+
1457
+ ### Send Message (Asynchronous Streaming)
1458
+
1459
+ ```python
1460
+ chat = client.aio.chats.create(model='gemini-2.5-flash')
1461
+ async for chunk in await chat.send_message_stream('tell me a story'):
1462
+ print(chunk.text)
1463
+ ```
1464
+
1465
+ ## Files
1466
+
1467
+ Files are only supported in Gemini Developer API. See the 'Create a client'
1468
+ section above to initialize a client.
1469
+
1470
+ ```sh
1471
+ !gcloud storage cp gs://cloud-samples-data/generative-ai/pdf/2312.11805v3.pdf .
1472
+ !gcloud storage cp gs://cloud-samples-data/generative-ai/pdf/2403.05530.pdf .
1473
+ ```
1474
+
1475
+ ### Upload
1476
+
1477
+ ```python
1478
+ file1 = client.files.upload(file='2312.11805v3.pdf')
1479
+ file2 = client.files.upload(file='2403.05530.pdf')
1480
+
1481
+ print(file1)
1482
+ print(file2)
1483
+ ```
1484
+
1485
+ ### Get
1486
+
1487
+ ```python
1488
+ file1 = client.files.upload(file='2312.11805v3.pdf')
1489
+ file_info = client.files.get(name=file1.name)
1490
+ ```
1491
+
1492
+ ### Delete
1493
+
1494
+ ```python
1495
+ file3 = client.files.upload(file='2312.11805v3.pdf')
1496
+
1497
+ client.files.delete(name=file3.name)
1498
+ ```
1499
+
1500
+ ## Caches
1501
+
1502
+ `client.caches` contains the control plane APIs for cached content. See the
1503
+ 'Create a client' section above to initialize a client.
1504
+
1505
+ ### Create
1506
+
1507
+ ```python
1508
+ from google.genai import types
1509
+
1510
+ if client.vertexai:
1511
+ file_uris = [
1512
+ 'gs://cloud-samples-data/generative-ai/pdf/2312.11805v3.pdf',
1513
+ 'gs://cloud-samples-data/generative-ai/pdf/2403.05530.pdf',
1514
+ ]
1515
+ else:
1516
+ file_uris = [file1.uri, file2.uri]
1517
+
1518
+ cached_content = client.caches.create(
1519
+ model='gemini-2.5-flash',
1520
+ config=types.CreateCachedContentConfig(
1521
+ contents=[
1522
+ types.Content(
1523
+ role='user',
1524
+ parts=[
1525
+ types.Part.from_uri(
1526
+ file_uri=file_uris[0], mime_type='application/pdf'
1527
+ ),
1528
+ types.Part.from_uri(
1529
+ file_uri=file_uris[1],
1530
+ mime_type='application/pdf',
1531
+ ),
1532
+ ],
1533
+ )
1534
+ ],
1535
+ system_instruction='What is the sum of the two pdfs?',
1536
+ display_name='test cache',
1537
+ ttl='3600s',
1538
+ ),
1539
+ )
1540
+ ```
1541
+
1542
+ ### Get
1543
+
1544
+ ```python
1545
+ cached_content = client.caches.get(name=cached_content.name)
1546
+ ```
1547
+
1548
+ ### Generate Content with Caches
1549
+
1550
+ ```python
1551
+ from google.genai import types
1552
+
1553
+ response = client.models.generate_content(
1554
+ model='gemini-2.5-flash',
1555
+ contents='Summarize the pdfs',
1556
+ config=types.GenerateContentConfig(
1557
+ cached_content=cached_content.name,
1558
+ ),
1559
+ )
1560
+ print(response.text)
1561
+ ```
1562
+
1563
+ ## Interactions (Preview)
1564
+
1565
+ > **Warning:** The Interactions API is in **Beta**. This is a preview of an experimental feature. Features and schemas are subject to **breaking changes**.
1566
+
1567
+ The Interactions API is a unified interface for interacting with Gemini models and agents. It simplifies state management, tool orchestration, and long-running tasks.
1568
+
1569
+ See the [documentation site](https://ai.google.dev/gemini-api/docs/interactions) for more details.
1570
+
1571
+ ### Basic Interaction
1572
+
1573
+ ```python
1574
+ interaction = client.interactions.create(
1575
+ model='gemini-2.5-flash',
1576
+ input='Tell me a short joke about programming.'
1577
+ )
1578
+ print(interaction.outputs[-1].text)
1579
+
1580
+ ```
1581
+
1582
+ ### Stateful Conversation
1583
+
1584
+ The Interactions API supports server-side state management. You can continue a conversation by referencing the `previous_interaction_id`.
1585
+
1586
+ ```python
1587
+ # 1. First turn
1588
+ interaction1 = client.interactions.create(
1589
+ model='gemini-2.5-flash',
1590
+ input='Hi, my name is Amir.'
1591
+ )
1592
+ print(f"Model: {interaction1.outputs[-1].text}")
1593
+
1594
+ # 2. Second turn (passing previous_interaction_id)
1595
+ interaction2 = client.interactions.create(
1596
+ model='gemini-2.5-flash',
1597
+ input='What is my name?',
1598
+ previous_interaction_id=interaction1.id
1599
+ )
1600
+ print(f"Model: {interaction2.outputs[-1].text}")
1601
+
1602
+ ```
1603
+
1604
+ ### Agents (Deep Research)
1605
+
1606
+ You can use specialized agents like `deep-research-pro-preview-12-2025` for complex tasks.
1607
+
1608
+ ```python
1609
+ import time
1610
+
1611
+ # 1. Start the Deep Research Agent
1612
+ initial_interaction = client.interactions.create(
1613
+ input='Research the history of the Google TPUs with a focus on 2025 and 2026.',
1614
+ agent='deep-research-pro-preview-12-2025',
1615
+ background=True
1616
+ )
1617
+ print(f"Research started. Interaction ID: {initial_interaction.id}")
1618
+
1619
+ # 2. Poll for results
1620
+ while True:
1621
+ interaction = client.interactions.get(id=initial_interaction.id)
1622
+ print(f"Status: {interaction.status}")
1623
+
1624
+ if interaction.status == "completed":
1625
+ print("\nFinal Report:\n", interaction.outputs[-1].text)
1626
+ break
1627
+ elif interaction.status in ["failed", "cancelled"]:
1628
+ print(f"Failed with status: {interaction.status}")
1629
+ break
1630
+
1631
+ time.sleep(10)
1632
+
1633
+ ```
1634
+
1635
+ ### Multimodal Input
1636
+
1637
+ You can provide multimodal data (text, images, audio, etc.) in the input list.
1638
+
1639
+ ```python
1640
+ import base64
1641
+
1642
+ # Assuming you have an image loaded as bytes
1643
+ # base64_image = ...
1644
+
1645
+ interaction = client.interactions.create(
1646
+ model='gemini-2.5-flash',
1647
+ input=[
1648
+ {'type': 'text', 'text': 'Describe the image.'},
1649
+ {'type': 'image', 'data': base64_image, 'mime_type': 'image/png'}
1650
+ ]
1651
+ )
1652
+ print(interaction.outputs[-1].text)
1653
+
1654
+ ```
1655
+
1656
+ ### Function Calling
1657
+
1658
+ You can define custom functions for the model to use. The Interactions API handles the tool selection, and you provide the execution result back to the model.
1659
+
1660
+ ```python
1661
+ # 1. Define the tool
1662
+ def get_weather(location: str):
1663
+ """Gets the weather for a given location."""
1664
+ return f"The weather in {location} is sunny."
1665
+
1666
+ weather_tool = {
1667
+ 'type': 'function',
1668
+ 'name': 'get_weather',
1669
+ 'description': 'Gets the weather for a given location.',
1670
+ 'parameters': {
1671
+ 'type': 'object',
1672
+ 'properties': {
1673
+ 'location': {'type': 'string', 'description': 'The city and state, e.g. San Francisco, CA'}
1674
+ },
1675
+ 'required': ['location']
1676
+ }
1677
+ }
1678
+
1679
+ # 2. Send the request with tools
1680
+ interaction = client.interactions.create(
1681
+ model='gemini-2.5-flash',
1682
+ input='What is the weather in Mountain View, CA?',
1683
+ tools=[weather_tool]
1684
+ )
1685
+
1686
+ # 3. Handle the tool call
1687
+ for output in interaction.outputs:
1688
+ if output.type == 'function_call':
1689
+ print(f"Tool Call: {output.name}({output.arguments})")
1690
+
1691
+ # Execute your actual function here
1692
+ result = get_weather(**output.arguments)
1693
+
1694
+ # Send result back to the model
1695
+ interaction = client.interactions.create(
1696
+ model='gemini-2.5-flash',
1697
+ previous_interaction_id=interaction.id,
1698
+ input=[{
1699
+ 'type': 'function_result',
1700
+ 'name': output.name,
1701
+ 'call_id': output.id,
1702
+ 'result': result
1703
+ }]
1704
+ )
1705
+ print(f"Response: {interaction.outputs[-1].text}")
1706
+
1707
+ ```
1708
+
1709
+ ### Built-in Tools
1710
+ You can also use Google's built-in tools, such as **Google Search** or **Code Execution**.
1711
+
1712
+ #### Grounding with Google Search
1713
+
1714
+ ```python
1715
+ interaction = client.interactions.create(
1716
+ model='gemini-2.5-flash',
1717
+ input='Who won the last Super Bowl?',
1718
+ tools=[{'type': 'google_search'}]
1719
+ )
1720
+
1721
+ # Find the text output (not the GoogleSearchResultContent)
1722
+ text_output = next((o for o in interaction.outputs if o.type == 'text'), None)
1723
+ if text_output:
1724
+ print(text_output.text)
1725
+
1726
+ ```
1727
+
1728
+ #### Code Execution
1729
+
1730
+ ```python
1731
+ interaction = client.interactions.create(
1732
+ model='gemini-2.5-flash',
1733
+ input='Calculate the 50th Fibonacci number.',
1734
+ tools=[{'type': 'code_execution'}]
1735
+ )
1736
+ print(interaction.outputs[-1].text)
1737
+
1738
+ ```
1739
+
1740
+ ### Multimodal Output
1741
+
1742
+ The Interactions API can generate multimodal outputs, such as images. You must specify the `response_modalities`.
1743
+
1744
+ ```python
1745
+ import base64
1746
+
1747
+ interaction = client.interactions.create(
1748
+ model='gemini-3-pro-image-preview',
1749
+ input='Generate an image of a futuristic city.',
1750
+ response_modalities=['IMAGE']
1751
+ )
1752
+
1753
+ for output in interaction.outputs:
1754
+ if output.type == 'image':
1755
+ print(f"Generated image with mime_type: {output.mime_type}")
1756
+ # Save the image
1757
+ with open("generated_city.png", "wb") as f:
1758
+ f.write(base64.b64decode(output.data))
1759
+
1760
+ ```
1761
+
1762
+ ## Tunings
1763
+
1764
+ `client.tunings` contains tuning job APIs and supports supervised fine
1765
+ tuning through `tune`. Only supported in Vertex AI. See the 'Create a client'
1766
+ section above to initialize a client.
1767
+
1768
+ ### Tune
1769
+
1770
+ - Vertex AI supports tuning from GCS source or from a [Vertex AI Multimodal Dataset](https://docs.cloud.google.com/vertex-ai/generative-ai/docs/multimodal/datasets)
1771
+
1772
+ ```python
1773
+ from google.genai import types
1774
+
1775
+ model = 'gemini-2.5-flash'
1776
+ training_dataset = types.TuningDataset(
1777
+ # or gcs_uri=my_vertex_multimodal_dataset
1778
+ gcs_uri='gs://your-gcs-bucket/your-tuning-data.jsonl',
1779
+ )
1780
+ ```
1781
+
1782
+ ```python
1783
+ from google.genai import types
1784
+
1785
+ tuning_job = client.tunings.tune(
1786
+ base_model=model,
1787
+ training_dataset=training_dataset,
1788
+ config=types.CreateTuningJobConfig(
1789
+ epoch_count=1, tuned_model_display_name='test_dataset_examples model'
1790
+ ),
1791
+ )
1792
+ print(tuning_job)
1793
+ ```
1794
+
1795
+ ### Get Tuning Job
1796
+
1797
+ ```python
1798
+ tuning_job = client.tunings.get(name=tuning_job.name)
1799
+ print(tuning_job)
1800
+ ```
1801
+
1802
+ ```python
1803
+ import time
1804
+
1805
+ completed_states = set(
1806
+ [
1807
+ 'JOB_STATE_SUCCEEDED',
1808
+ 'JOB_STATE_FAILED',
1809
+ 'JOB_STATE_CANCELLED',
1810
+ ]
1811
+ )
1812
+
1813
+ while tuning_job.state not in completed_states:
1814
+ print(tuning_job.state)
1815
+ tuning_job = client.tunings.get(name=tuning_job.name)
1816
+ time.sleep(10)
1817
+ ```
1818
+
1819
+ #### Use Tuned Model
1820
+
1821
+ ```python
1822
+ response = client.models.generate_content(
1823
+ model=tuning_job.tuned_model.endpoint,
1824
+ contents='why is the sky blue?',
1825
+ )
1826
+
1827
+ print(response.text)
1828
+ ```
1829
+
1830
+ ### Get Tuned Model
1831
+
1832
+ ```python
1833
+ tuned_model = client.models.get(model=tuning_job.tuned_model.model)
1834
+ print(tuned_model)
1835
+ ```
1836
+
1837
+ ### List Tuned Models
1838
+
1839
+ To retrieve base models, see [list base models](#list-base-models).
1840
+
1841
+ ```python
1842
+ for model in client.models.list(config={'page_size': 10, 'query_base': False}):
1843
+ print(model)
1844
+ ```
1845
+
1846
+ ```python
1847
+ pager = client.models.list(config={'page_size': 10, 'query_base': False})
1848
+ print(pager.page_size)
1849
+ print(pager[0])
1850
+ pager.next_page()
1851
+ print(pager[0])
1852
+ ```
1853
+
1854
+ #### Async
1855
+
1856
+ ```python
1857
+ async for job in await client.aio.models.list(config={'page_size': 10, 'query_base': False}):
1858
+ print(job)
1859
+ ```
1860
+
1861
+ ```python
1862
+ async_pager = await client.aio.models.list(config={'page_size': 10, 'query_base': False})
1863
+ print(async_pager.page_size)
1864
+ print(async_pager[0])
1865
+ await async_pager.next_page()
1866
+ print(async_pager[0])
1867
+ ```
1868
+
1869
+ ### Update Tuned Model
1870
+
1871
+ ```python
1872
+ from google.genai import types
1873
+
1874
+ model = pager[0]
1875
+
1876
+ model = client.models.update(
1877
+ model=model.name,
1878
+ config=types.UpdateModelConfig(
1879
+ display_name='my tuned model', description='my tuned model description'
1880
+ ),
1881
+ )
1882
+
1883
+ print(model)
1884
+ ```
1885
+
1886
+
1887
+ ### List Tuning Jobs
1888
+
1889
+ ```python
1890
+ for job in client.tunings.list(config={'page_size': 10}):
1891
+ print(job)
1892
+ ```
1893
+
1894
+ ```python
1895
+ pager = client.tunings.list(config={'page_size': 10})
1896
+ print(pager.page_size)
1897
+ print(pager[0])
1898
+ pager.next_page()
1899
+ print(pager[0])
1900
+ ```
1901
+
1902
+ #### Async
1903
+
1904
+ ```python
1905
+ async for job in await client.aio.tunings.list(config={'page_size': 10}):
1906
+ print(job)
1907
+ ```
1908
+
1909
+ ```python
1910
+ async_pager = await client.aio.tunings.list(config={'page_size': 10})
1911
+ print(async_pager.page_size)
1912
+ print(async_pager[0])
1913
+ await async_pager.next_page()
1914
+ print(async_pager[0])
1915
+ ```
1916
+
1917
+ ## Batch Prediction
1918
+
1919
+ Only supported in Vertex AI. See the 'Create a client' section above to
1920
+ initialize a client.
1921
+
1922
+ ### Create
1923
+
1924
+ Vertex AI:
1925
+
1926
+ ```python
1927
+ # Specify model and source file only, destination and job display name will be auto-populated
1928
+ job = client.batches.create(
1929
+ model='gemini-2.5-flash',
1930
+ src='bq://my-project.my-dataset.my-table', # or "gs://path/to/input/data"
1931
+ )
1932
+
1933
+ print(job)
1934
+ ```
1935
+
1936
+ Gemini Developer API:
1937
+
1938
+ ```python
1939
+ # Create a batch job with inlined requests
1940
+ batch_job = client.batches.create(
1941
+ model="gemini-2.5-flash",
1942
+ src=[{
1943
+ "contents": [{
1944
+ "parts": [{
1945
+ "text": "Hello!",
1946
+ }],
1947
+ "role": "user",
1948
+ }],
1949
+ "config": {"response_modalities": ["text"]},
1950
+ }],
1951
+ )
1952
+
1953
+ job
1954
+ ```
1955
+
1956
+ In order to create a batch job with file name. Need to upload a json file.
1957
+ For example `myrequests.json`:
1958
+
1959
+ ```json
1960
+ {"key":"request_1", "request": {"contents": [{"parts": [{"text":
1961
+ "Explain how AI works in a few words"}]}], "generation_config": {"response_modalities": ["TEXT"]}}}
1962
+ {"key":"request_2", "request": {"contents": [{"parts": [{"text": "Explain how Crypto works in a few words"}]}]}}
1963
+ ```
1964
+
1965
+ Then upload the file.
1966
+
1967
+ ```python
1968
+ # Upload the file
1969
+ file = client.files.upload(
1970
+ file='myrequests.json',
1971
+ config=types.UploadFileConfig(display_name='test-json')
1972
+ )
1973
+
1974
+ # Create a batch job with file name
1975
+ batch_job = client.batches.create(
1976
+ model="gemini-2.5-flash",
1977
+ src="files/test-json",
1978
+ )
1979
+ ```
1980
+
1981
+ ```python
1982
+ # Get a job by name
1983
+ job = client.batches.get(name=job.name)
1984
+
1985
+ job.state
1986
+ ```
1987
+
1988
+ ```python
1989
+ completed_states = set(
1990
+ [
1991
+ 'JOB_STATE_SUCCEEDED',
1992
+ 'JOB_STATE_FAILED',
1993
+ 'JOB_STATE_CANCELLED',
1994
+ 'JOB_STATE_PAUSED',
1995
+ ]
1996
+ )
1997
+
1998
+ while job.state not in completed_states:
1999
+ print(job.state)
2000
+ job = client.batches.get(name=job.name)
2001
+ time.sleep(30)
2002
+
2003
+ job
2004
+ ```
2005
+
2006
+ ### List
2007
+
2008
+ ```python
2009
+ for job in client.batches.list(config=types.ListBatchJobsConfig(page_size=10)):
2010
+ print(job)
2011
+ ```
2012
+
2013
+ ```python
2014
+ pager = client.batches.list(config=types.ListBatchJobsConfig(page_size=10))
2015
+ print(pager.page_size)
2016
+ print(pager[0])
2017
+ pager.next_page()
2018
+ print(pager[0])
2019
+ ```
2020
+
2021
+ #### Async
2022
+
2023
+ ```python
2024
+ async for job in await client.aio.batches.list(
2025
+ config=types.ListBatchJobsConfig(page_size=10)
2026
+ ):
2027
+ print(job)
2028
+ ```
2029
+
2030
+ ```python
2031
+ async_pager = await client.aio.batches.list(
2032
+ config=types.ListBatchJobsConfig(page_size=10)
2033
+ )
2034
+ print(async_pager.page_size)
2035
+ print(async_pager[0])
2036
+ await async_pager.next_page()
2037
+ print(async_pager[0])
2038
+ ```
2039
+
2040
+ ### Delete
2041
+
2042
+ ```python
2043
+ # Delete the job resource
2044
+ delete_job = client.batches.delete(name=job.name)
2045
+
2046
+ delete_job
2047
+ ```
2048
+
2049
+ ## Error Handling
2050
+
2051
+ To handle errors raised by the model service, the SDK provides this [`APIError`](https://github.com/googleapis/python-genai/blob/main/google/genai/errors.py) class.
2052
+
2053
+ ```python
2054
+ from google.genai import errors
2055
+
2056
+ try:
2057
+ client.models.generate_content(
2058
+ model="invalid-model-name",
2059
+ contents="What is your name?",
2060
+ )
2061
+ except errors.APIError as e:
2062
+ print(e.code) # 404
2063
+ print(e.message)
2064
+ ```
2065
+
2066
+ ## Extra Request Body
2067
+
2068
+ The `extra_body` field in `HttpOptions` accepts a dictionary of additional JSON
2069
+ properties to include in the request body. This can be used to access new or
2070
+ experimental backend features that are not yet formally supported in the SDK.
2071
+ The structure of the dictionary must match the backend API's request structure.
2072
+
2073
+ - Vertex AI backend API docs: https://cloud.google.com/vertex-ai/docs/reference/rest
2074
+ - Gemini API backend API docs: https://ai.google.dev/api/rest
2075
+
2076
+ ```python
2077
+ response = client.models.generate_content(
2078
+ model="gemini-2.5-pro",
2079
+ contents="What is the weather in Boston? and how about Sunnyvale?",
2080
+ config=types.GenerateContentConfig(
2081
+ tools=[get_current_weather],
2082
+ http_options=types.HttpOptions(extra_body={'tool_config': {'function_calling_config': {'mode': 'COMPOSITIONAL'}}}),
2083
+ ),
2084
+ )
2085
+ ```
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+ Metadata-Version: 2.4
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+ Name: setuptools
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+ Version: 82.0.0
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+ Summary: Easily download, build, install, upgrade, and uninstall Python packages
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+ Author-email: Python Packaging Authority <distutils-sig@python.org>
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+ License-Expression: MIT
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+ Project-URL: Source, https://github.com/pypa/setuptools
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+ Project-URL: Documentation, https://setuptools.pypa.io/
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+ Project-URL: Changelog, https://setuptools.pypa.io/en/stable/history.html
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+ Keywords: CPAN PyPI distutils eggs package management
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+ Classifier: Development Status :: 5 - Production/Stable
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+ Requires-Dist: more_itertools>=8.8; extra == "core"
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+ Requires-Dist: jaraco.text>=3.7; extra == "core"
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+ Requires-Dist: importlib_metadata>=6; python_version < "3.10" and extra == "core"
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+ Requires-Dist: tomli>=2.0.1; python_version < "3.11" and extra == "core"
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+ Requires-Dist: wheel>=0.43.0; extra == "core"
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+ Requires-Dist: platformdirs>=4.2.2; extra == "core"
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+ Requires-Dist: jaraco.functools>=4; extra == "core"
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+ Requires-Dist: more_itertools; extra == "core"
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+ Provides-Extra: check
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+ Requires-Dist: pytest-checkdocs>=2.4; extra == "check"
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+ Requires-Dist: pytest-ruff>=0.2.1; sys_platform != "cygwin" and extra == "check"
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+ Requires-Dist: ruff>=0.13.0; sys_platform != "cygwin" and extra == "check"
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+ Provides-Extra: cover
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+ Requires-Dist: pytest-cov; extra == "cover"
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+ Provides-Extra: enabler
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+ Requires-Dist: pytest-enabler>=2.2; extra == "enabler"
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+ Provides-Extra: type
78
+ Requires-Dist: pytest-mypy; extra == "type"
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+ Requires-Dist: mypy==1.18.*; extra == "type"
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+ Requires-Dist: importlib_metadata>=7.0.2; python_version < "3.10" and extra == "type"
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+ Requires-Dist: jaraco.develop>=7.21; sys_platform != "cygwin" and extra == "type"
82
+ Dynamic: license-file
83
+
84
+ .. |pypi-version| image:: https://img.shields.io/pypi/v/setuptools.svg
85
+ :target: https://pypi.org/project/setuptools
86
+
87
+ .. |py-version| image:: https://img.shields.io/pypi/pyversions/setuptools.svg
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+
89
+ .. |test-badge| image:: https://github.com/pypa/setuptools/actions/workflows/main.yml/badge.svg
90
+ :target: https://github.com/pypa/setuptools/actions?query=workflow%3A%22tests%22
91
+ :alt: tests
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+
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+ .. |ruff-badge| image:: https://img.shields.io/endpoint?url=https://raw.githubusercontent.com/charliermarsh/ruff/main/assets/badge/v2.json
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+ :target: https://github.com/astral-sh/ruff
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+ :alt: Ruff
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+
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+ .. |docs-badge| image:: https://img.shields.io/readthedocs/setuptools/latest.svg
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+ :target: https://setuptools.pypa.io
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+
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+ .. |skeleton-badge| image:: https://img.shields.io/badge/skeleton-2025-informational
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+ :target: https://blog.jaraco.com/skeleton
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+
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+ .. |codecov-badge| image:: https://img.shields.io/codecov/c/github/pypa/setuptools/master.svg?logo=codecov&logoColor=white
104
+ :target: https://codecov.io/gh/pypa/setuptools
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+
106
+ .. |tidelift-badge| image:: https://tidelift.com/badges/github/pypa/setuptools?style=flat
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+ :target: https://tidelift.com/subscription/pkg/pypi-setuptools?utm_source=pypi-setuptools&utm_medium=readme
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+
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+ .. |discord-badge| image:: https://img.shields.io/discord/803025117553754132
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+ :target: https://discord.com/channels/803025117553754132/815945031150993468
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+ :alt: Discord
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+
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+ |pypi-version| |py-version| |test-badge| |ruff-badge| |docs-badge| |skeleton-badge| |codecov-badge| |discord-badge|
114
+
115
+ See the `Quickstart <https://setuptools.pypa.io/en/latest/userguide/quickstart.html>`_
116
+ and the `User's Guide <https://setuptools.pypa.io/en/latest/userguide/>`_ for
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+ instructions on how to use Setuptools.
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+
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+ Questions and comments should be directed to `GitHub Discussions
120
+ <https://github.com/pypa/setuptools/discussions>`_.
121
+ Bug reports and especially tested patches may be
122
+ submitted directly to the `bug tracker
123
+ <https://github.com/pypa/setuptools/issues>`_.
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+
125
+
126
+ Code of Conduct
127
+ ===============
128
+
129
+ Everyone interacting in the setuptools project's codebases, issue trackers,
130
+ chat rooms, and fora is expected to follow the
131
+ `PSF Code of Conduct <https://github.com/pypa/.github/blob/main/CODE_OF_CONDUCT.md>`_.
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+
133
+
134
+ For Enterprise
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+ ==============
136
+
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+ Available as part of the Tidelift Subscription.
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+
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+ Setuptools and the maintainers of thousands of other packages are working with Tidelift to deliver one enterprise subscription that covers all of the open source you use.
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+
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+ `Learn more <https://tidelift.com/subscription/pkg/pypi-setuptools?utm_source=pypi-setuptools&utm_medium=referral&utm_campaign=github>`_.
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1
+ Metadata-Version: 2.4
2
+ Name: pathspec
3
+ Version: 1.0.4
4
+ Summary: Utility library for gitignore style pattern matching of file paths.
5
+ Author-email: "Caleb P. Burns" <cpburnz@gmail.com>
6
+ Requires-Python: >=3.9
7
+ Description-Content-Type: text/x-rst
8
+ Classifier: Development Status :: 5 - Production/Stable
9
+ Classifier: Intended Audience :: Developers
10
+ Classifier: License :: OSI Approved :: Mozilla Public License 2.0 (MPL 2.0)
11
+ Classifier: Operating System :: OS Independent
12
+ Classifier: Programming Language :: Python
13
+ Classifier: Programming Language :: Python :: 3
14
+ Classifier: Programming Language :: Python :: 3.9
15
+ Classifier: Programming Language :: Python :: 3.10
16
+ Classifier: Programming Language :: Python :: 3.11
17
+ Classifier: Programming Language :: Python :: 3.12
18
+ Classifier: Programming Language :: Python :: 3.13
19
+ Classifier: Programming Language :: Python :: 3.14
20
+ Classifier: Programming Language :: Python :: Implementation :: CPython
21
+ Classifier: Programming Language :: Python :: Implementation :: PyPy
22
+ Classifier: Topic :: Software Development :: Libraries :: Python Modules
23
+ Classifier: Topic :: Utilities
24
+ License-File: LICENSE
25
+ Requires-Dist: hyperscan >=0.7 ; extra == "hyperscan"
26
+ Requires-Dist: typing-extensions >=4 ; extra == "optional"
27
+ Requires-Dist: google-re2 >=1.1 ; extra == "re2"
28
+ Requires-Dist: pytest >=9 ; extra == "tests"
29
+ Requires-Dist: typing-extensions >=4.15 ; extra == "tests"
30
+ Project-URL: Documentation, https://python-path-specification.readthedocs.io/en/latest/index.html
31
+ Project-URL: Issue Tracker, https://github.com/cpburnz/python-pathspec/issues
32
+ Project-URL: Source Code, https://github.com/cpburnz/python-pathspec
33
+ Provides-Extra: hyperscan
34
+ Provides-Extra: optional
35
+ Provides-Extra: re2
36
+ Provides-Extra: tests
37
+
38
+
39
+ PathSpec
40
+ ========
41
+
42
+ *pathspec* is a utility library for pattern matching of file paths. So far this
43
+ only includes Git's `gitignore`_ pattern matching.
44
+
45
+ .. _`gitignore`: http://git-scm.com/docs/gitignore
46
+
47
+
48
+ Tutorial
49
+ --------
50
+
51
+ Say you have a "Projects" directory and you want to back it up, but only
52
+ certain files, and ignore others depending on certain conditions::
53
+
54
+ >>> from pathspec import PathSpec
55
+ >>> # The gitignore-style patterns for files to select, but we're including
56
+ >>> # instead of ignoring.
57
+ >>> spec_text = """
58
+ ...
59
+ ... # This is a comment because the line begins with a hash: "#"
60
+ ...
61
+ ... # Include several project directories (and all descendants) relative to
62
+ ... # the current directory. To reference only a directory you must end with a
63
+ ... # slash: "/"
64
+ ... /project-a/
65
+ ... /project-b/
66
+ ... /project-c/
67
+ ...
68
+ ... # Patterns can be negated by prefixing with exclamation mark: "!"
69
+ ...
70
+ ... # Ignore temporary files beginning or ending with "~" and ending with
71
+ ... # ".swp".
72
+ ... !~*
73
+ ... !*~
74
+ ... !*.swp
75
+ ...
76
+ ... # These are python projects so ignore compiled python files from
77
+ ... # testing.
78
+ ... !*.pyc
79
+ ...
80
+ ... # Ignore the build directories but only directly under the project
81
+ ... # directories.
82
+ ... !/*/build/
83
+ ...
84
+ ... """
85
+
86
+ The ``PathSpec`` class provides an abstraction around pattern implementations,
87
+ and we want to compile our patterns as "gitignore" patterns. You could call it a
88
+ wrapper for a list of compiled patterns::
89
+
90
+ >>> spec = PathSpec.from_lines('gitignore', spec_text.splitlines())
91
+
92
+ If we wanted to manually compile the patterns, we can use the ``GitIgnoreBasicPattern``
93
+ class directly. It is used in the background for "gitignore" which internally
94
+ converts patterns to regular expressions::
95
+
96
+ >>> from pathspec.patterns.gitignore.basic import GitIgnoreBasicPattern
97
+ >>> patterns = map(GitIgnoreBasicPattern, spec_text.splitlines())
98
+ >>> spec = PathSpec(patterns)
99
+
100
+ ``PathSpec.from_lines()`` is a class method which simplifies that.
101
+
102
+ If you want to load the patterns from file, you can pass the file object
103
+ directly as well::
104
+
105
+ >>> with open('patterns.list', 'r') as fh:
106
+ >>> spec = PathSpec.from_lines('gitignore', fh)
107
+
108
+ You can perform matching on a whole directory tree with::
109
+
110
+ >>> matches = set(spec.match_tree_files('path/to/directory'))
111
+
112
+ Or you can perform matching on a specific set of file paths with::
113
+
114
+ >>> matches = set(spec.match_files(file_paths))
115
+
116
+ Or check to see if an individual file matches::
117
+
118
+ >>> is_matched = spec.match_file(file_path)
119
+
120
+ There's actually two implementations of "gitignore". The basic implementation is
121
+ used by ``PathSpec`` and follows patterns as documented by `gitignore`_.
122
+ However, Git's behavior differs from the documented patterns. There's some
123
+ edge-cases, and in particular, Git allows including files from excluded
124
+ directories which appears to contradict the documentation. ``GitIgnoreSpec``
125
+ handles these cases to more closely replicate Git's behavior::
126
+
127
+ >>> from pathspec import GitIgnoreSpec
128
+ >>> spec = GitIgnoreSpec.from_lines(spec_text.splitlines())
129
+
130
+ You do not specify the style of pattern for ``GitIgnoreSpec`` because it should
131
+ always use ``GitIgnoreSpecPattern`` internally.
132
+
133
+
134
+ Performance
135
+ -----------
136
+
137
+ Running lots of regular expression matches against thousands of files in Python
138
+ is slow. Alternate regular expression backends can be used to improve
139
+ performance. ``PathSpec`` and ``GitIgnoreSpec`` both accept a ``backend``
140
+ parameter to control the backend. The default is "best" to automatically choose
141
+ the best available backend. There are currently 3 backends.
142
+
143
+ The "simple" backend is the default and it simply uses Python's ``re.Pattern``
144
+ objects that are normally created. This can be the fastest when there's only 1
145
+ or 2 patterns.
146
+
147
+ The "hyperscan" backend uses the `hyperscan`_ library. Hyperscan tends to be at
148
+ least 2 times faster than "simple", and generally slower than "re2". This can be
149
+ faster than "re2" under the right conditions with pattern counts of 1-25.
150
+
151
+ The "re2" backend uses the `google-re2`_ library (not to be confused with the
152
+ *re2* library on PyPI which is unrelated and abandoned). Google's re2 tends to
153
+ be significantly faster than "simple", and 3 times faster than "hyperscan" at
154
+ high pattern counts.
155
+
156
+ See `benchmarks_backends.md`_ for comparisons between native Python regular
157
+ expressions and the optional backends.
158
+
159
+
160
+ .. _`benchmarks_backends.md`: https://github.com/cpburnz/python-pathspec/blob/master/benchmarks_backends.md
161
+ .. _`google-re2`: https://pypi.org/project/google-re2/
162
+ .. _`hyperscan`: https://pypi.org/project/hyperscan/
163
+
164
+
165
+ FAQ
166
+ ---
167
+
168
+
169
+ 1. How do I ignore files like *.gitignore*?
170
+ +++++++++++++++++++++++++++++++++++++++++++
171
+
172
+ ``GitIgnoreSpec`` (and ``PathSpec``) positively match files by default. To find
173
+ the files to keep, and exclude files like *.gitignore*, you need to set
174
+ ``negate=True`` to flip the results::
175
+
176
+ >>> from pathspec import GitIgnoreSpec
177
+ >>> spec = GitIgnoreSpec.from_lines([...])
178
+ >>> keep_files = set(spec.match_tree_files('path/to/directory', negate=True))
179
+ >>> ignore_files = set(spec.match_tree_files('path/to/directory'))
180
+
181
+
182
+ License
183
+ -------
184
+
185
+ *pathspec* is licensed under the `Mozilla Public License Version 2.0`_. See
186
+ `LICENSE`_ or the `FAQ`_ for more information.
187
+
188
+ In summary, you may use *pathspec* with any closed or open source project
189
+ without affecting the license of the larger work so long as you:
190
+
191
+ - give credit where credit is due,
192
+
193
+ - and release any custom changes made to *pathspec*.
194
+
195
+ .. _`Mozilla Public License Version 2.0`: http://www.mozilla.org/MPL/2.0
196
+ .. _`LICENSE`: LICENSE
197
+ .. _`FAQ`: http://www.mozilla.org/MPL/2.0/FAQ.html
198
+
199
+
200
+ Source
201
+ ------
202
+
203
+ The source code for *pathspec* is available from the GitHub repo
204
+ `cpburnz/python-pathspec`_.
205
+
206
+ .. _`cpburnz/python-pathspec`: https://github.com/cpburnz/python-pathspec
207
+
208
+
209
+ Installation
210
+ ------------
211
+
212
+ *pathspec* is available for install through `PyPI`_::
213
+
214
+ pip install pathspec
215
+
216
+ *pathspec* can also be built from source. The following packages will be
217
+ required:
218
+
219
+ - `build`_ (>=0.6.0)
220
+
221
+ *pathspec* can then be built and installed with::
222
+
223
+ python -m build
224
+ pip install dist/pathspec-*-py3-none-any.whl
225
+
226
+ The following optional dependencies can be installed:
227
+
228
+ - `google-re2`_: Enables optional "re2" backend.
229
+ - `hyperscan`_: Enables optional "hyperscan" backend.
230
+ - `typing-extensions`_: Improves some type hints.
231
+
232
+ .. _`PyPI`: http://pypi.python.org/pypi/pathspec
233
+ .. _`build`: https://pypi.org/project/build/
234
+ .. _`typing-extensions`: https://pypi.org/project/typing-extensions/
235
+
236
+
237
+ Documentation
238
+ -------------
239
+
240
+ Documentation for *pathspec* is available on `Read the Docs`_.
241
+
242
+ The full change history can be found in `CHANGES.rst`_ and `Change History`_.
243
+
244
+ An upgrade guide is available in `UPGRADING.rst`_ and `Upgrade Guide`_.
245
+
246
+ .. _`CHANGES.rst`: https://github.com/cpburnz/python-pathspec/blob/master/CHANGES.rst
247
+ .. _`Change History`: https://python-path-specification.readthedocs.io/en/stable/changes.html
248
+ .. _`Read the Docs`: https://python-path-specification.readthedocs.io
249
+ .. _`UPGRADING.rst`: https://github.com/cpburnz/python-pathspec/blob/master/UPGRADING.rst
250
+ .. _`Upgrade Guide`: https://python-path-specification.readthedocs.io/en/stable/upgrading.html
251
+
252
+
253
+ Other Languages
254
+ ---------------
255
+
256
+ The related project `pathspec-ruby`_ (by *highb*) provides a similar library as
257
+ a `Ruby gem`_.
258
+
259
+ .. _`pathspec-ruby`: https://github.com/highb/pathspec-ruby
260
+ .. _`Ruby gem`: https://rubygems.org/gems/pathspec
261
+
262
+
263
+ Change History
264
+ ==============
265
+
266
+
267
+ 1.0.4 (2026-01-26)
268
+ ------------------
269
+
270
+ - `Issue #103`_: Using re2 fails if pyre2 is also installed.
271
+
272
+ .. _`Issue #103`: https://github.com/cpburnz/python-pathspec/issues/103
273
+
274
+
275
+ 1.0.3 (2026-01-09)
276
+ ------------------
277
+
278
+ Bug fixes:
279
+
280
+ - `Issue #101`_: pyright strict errors with pathspec >= 1.0.0.
281
+ - `Issue #102`_: No module named 'tomllib'.
282
+
283
+
284
+ .. _`Issue #101`: https://github.com/cpburnz/python-pathspec/issues/101
285
+ .. _`Issue #102`: https://github.com/cpburnz/python-pathspec/issues/102
286
+
287
+
288
+ 1.0.2 (2026-01-07)
289
+ ------------------
290
+
291
+ Bug fixes:
292
+
293
+ - Type hint `collections.abc.Callable` does not properly replace `typing.Callable` until Python 3.9.2.
294
+
295
+
296
+ 1.0.1 (2026-01-06)
297
+ ------------------
298
+
299
+ Bug fixes:
300
+
301
+ - `Issue #100`_: ValueError(f"{patterns=!r} cannot be empty.") when using black.
302
+
303
+
304
+ .. _`Issue #100`: https://github.com/cpburnz/python-pathspec/issues/100
305
+
306
+
307
+ 1.0.0 (2026-01-05)
308
+ ------------------
309
+
310
+ Major changes:
311
+
312
+ - `Issue #91`_: Dropped support of EoL Python 3.8.
313
+ - Added concept of backends to allow for faster regular expression matching. The backend can be controlled using the `backend` argument to `PathSpec()`, `PathSpec.from_lines()`, `GitIgnoreSpec()`, and `GitIgnoreSpec.from_lines()`.
314
+ - Renamed "gitwildmatch" pattern back to "gitignore". The "gitignore" pattern behaves slightly differently when used with `PathSpec` (*gitignore* as documented) than with `GitIgnoreSpec` (replicates *Git*'s edge cases).
315
+
316
+ API changes:
317
+
318
+ - Breaking: protected method `pathspec.pathspec.PathSpec._match_file()` (with a leading underscore) has been removed and replaced by backends. This does not affect normal usage of `PathSpec` or `GitIgnoreSpec`. Only custom subclasses will be affected. If this breaks your usage, let me know by `opening an issue <https://github.com/cpburnz/python-pathspec/issues>`_.
319
+ - Deprecated: "gitwildmatch" is now an alias for "gitignore".
320
+ - Deprecated: `pathspec.patterns.GitWildMatchPattern` is now an alias for `pathspec.patterns.gitignore.spec.GitIgnoreSpecPattern`.
321
+ - Deprecated: `pathspec.patterns.gitwildmatch` module has been replaced by the `pathspec.patterns.gitignore` package.
322
+ - Deprecated: `pathspec.patterns.gitwildmatch.GitWildMatchPattern` is now an alias for `pathspec.patterns.gitignore.spec.GitIgnoreSpecPattern`.
323
+ - Deprecated: `pathspec.patterns.gitwildmatch.GitWildMatchPatternError` is now an alias for `pathspec.patterns.gitignore.GitIgnorePatternError`.
324
+ - Removed: `pathspec.patterns.gitwildmatch.GitIgnorePattern` has been deprecated since v0.4 (2016-07-15).
325
+ - Signature of method `pathspec.pattern.RegexPattern.match_file()` has been changed from `def match_file(self, file: str) -> RegexMatchResult | None` to `def match_file(self, file: AnyStr) -> RegexMatchResult | None` to reflect usage.
326
+ - Signature of class method `pathspec.pattern.RegexPattern.pattern_to_regex()` has been changed from `def pattern_to_regex(cls, pattern: str) -> tuple[str, bool]` to `def pattern_to_regex(cls, pattern: AnyStr) -> tuple[AnyStr | None, bool | None]` to reflect usage and documentation.
327
+
328
+ New features:
329
+
330
+ - Added optional "hyperscan" backend using `hyperscan`_ library. It will automatically be used when installed. This dependency can be installed with ``pip install 'pathspec[hyperscan]'``.
331
+ - Added optional "re2" backend using the `google-re2`_ library. It will automatically be used when installed. This dependency can be installed with ``pip install 'pathspec[re2]'``.
332
+ - Added optional dependency on `typing-extensions`_ library to improve some type hints.
333
+
334
+ Bug fixes:
335
+
336
+ - `Issue #93`_: Do not remove leading spaces.
337
+ - `Issue #95`_: Matching for files inside folder does not seem to behave like .gitignore's.
338
+ - `Issue #98`_: UnboundLocalError in RegexPattern when initialized with `pattern=None`.
339
+ - Type hint on return value of `pathspec.pattern.RegexPattern.match_file()` to match documentation.
340
+
341
+ Improvements:
342
+
343
+ - Mark Python 3.13 and 3.14 as supported.
344
+ - No-op patterns are now filtered out when matching files, slightly improving performance.
345
+ - Fix performance regression in `iter_tree_files()` from v0.10.
346
+
347
+
348
+ .. _`Issue #38`: https://github.com/cpburnz/python-pathspec/issues/38
349
+ .. _`Issue #91`: https://github.com/cpburnz/python-pathspec/issues/91
350
+ .. _`Issue #93`: https://github.com/cpburnz/python-pathspec/issues/93
351
+ .. _`Issue #95`: https://github.com/cpburnz/python-pathspec/issues/95
352
+ .. _`Issue #98`: https://github.com/cpburnz/python-pathspec/issues/98
353
+ .. _`google-re2`: https://pypi.org/project/google-re2/
354
+ .. _`hyperscan`: https://pypi.org/project/hyperscan/
355
+ .. _`typing-extensions`: https://pypi.org/project/typing-extensions/
356
+
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1
+ Metadata-Version: 2.3
2
+ Name: together
3
+ Version: 2.2.0
4
+ Summary: The official Python library for the together API
5
+ Project-URL: Homepage, https://github.com/togethercomputer/together-py
6
+ Project-URL: Repository, https://github.com/togethercomputer/together-py
7
+ Project-URL: Documentation, https://docs.together.ai/
8
+ Project-URL: Changelog, https://github.com/togethercomputer/together-py/blob/main/CHANGELOG.md
9
+ Author-email: Together <dev-feedback@TogetherAI.com>
10
+ License: Apache-2.0
11
+ Classifier: Intended Audience :: Developers
12
+ Classifier: License :: OSI Approved :: Apache Software License
13
+ Classifier: Operating System :: MacOS
14
+ Classifier: Operating System :: Microsoft :: Windows
15
+ Classifier: Operating System :: OS Independent
16
+ Classifier: Operating System :: POSIX
17
+ Classifier: Operating System :: POSIX :: Linux
18
+ Classifier: Programming Language :: Python :: 3.9
19
+ Classifier: Programming Language :: Python :: 3.10
20
+ Classifier: Programming Language :: Python :: 3.11
21
+ Classifier: Programming Language :: Python :: 3.12
22
+ Classifier: Programming Language :: Python :: 3.13
23
+ Classifier: Programming Language :: Python :: 3.14
24
+ Classifier: Topic :: Software Development :: Libraries :: Python Modules
25
+ Classifier: Typing :: Typed
26
+ Requires-Python: >=3.9
27
+ Requires-Dist: anyio<5,>=3.5.0
28
+ Requires-Dist: click>=8.1.7
29
+ Requires-Dist: distro<2,>=1.7.0
30
+ Requires-Dist: filelock>=3.13.1
31
+ Requires-Dist: httpx<1,>=0.23.0
32
+ Requires-Dist: pillow>=10.4.0
33
+ Requires-Dist: pydantic<3,>=1.9.0
34
+ Requires-Dist: rich>=13.7.1
35
+ Requires-Dist: sniffio
36
+ Requires-Dist: tabulate>=0.9.0
37
+ Requires-Dist: tomli>=2.0.0; python_version < '3.11'
38
+ Requires-Dist: tqdm>=4.67.1
39
+ Requires-Dist: types-pyyaml>=6.0.12.20250915
40
+ Requires-Dist: types-tabulate>=0.9.0.20240106
41
+ Requires-Dist: types-tqdm>=4.67.0.20250516
42
+ Requires-Dist: typing-extensions<5,>=4.10
43
+ Provides-Extra: aiofiles
44
+ Requires-Dist: aiofiles>=25.0.0; extra == 'aiofiles'
45
+ Requires-Dist: types-aiofiles; extra == 'aiofiles'
46
+ Provides-Extra: aiohttp
47
+ Requires-Dist: aiohttp; extra == 'aiohttp'
48
+ Requires-Dist: httpx-aiohttp>=0.1.9; extra == 'aiohttp'
49
+ Provides-Extra: cli
50
+ Requires-Dist: pyyaml; extra == 'cli'
51
+ Provides-Extra: pyarrow
52
+ Requires-Dist: pyarrow-stubs>=10.0.1.7; extra == 'pyarrow'
53
+ Requires-Dist: pyarrow>=16.1.0; extra == 'pyarrow'
54
+ Description-Content-Type: text/markdown
55
+
56
+ # Together Python API library
57
+
58
+ <!-- prettier-ignore -->
59
+ [![PyPI version](https://img.shields.io/pypi/v/together.svg?label=pypi%20(stable))](https://pypi.org/project/together/)
60
+
61
+ The Together Python library provides convenient access to the Together REST API from any Python 3.9+
62
+ application. The library includes type definitions for all request params and response fields,
63
+ and offers both synchronous and asynchronous clients powered by [httpx](https://github.com/encode/httpx).
64
+
65
+ It is generated with [Stainless](https://www.stainless.com/).
66
+
67
+ ## Documentation
68
+
69
+ The REST API documentation can be found on [docs.together.ai](https://docs.together.ai/). The full API of this library can be found in [api.md](https://github.com/togethercomputer/together-py/tree/main/api.md).
70
+
71
+ ## Installation
72
+
73
+ ```sh
74
+ pip install together
75
+ ```
76
+
77
+ ```sh
78
+ uv add together
79
+ ```
80
+
81
+ ## Usage
82
+
83
+ The full API of this library can be found in [api.md](https://github.com/togethercomputer/together-py/tree/main/api.md).
84
+
85
+ ```python
86
+ import os
87
+ from together import Together
88
+
89
+ client = Together(
90
+ api_key=os.environ.get("TOGETHER_API_KEY"), # This is the default and can be omitted
91
+ )
92
+
93
+ chat_completion = client.chat.completions.create(
94
+ messages=[
95
+ {
96
+ "role": "user",
97
+ "content": "Say this is a test!",
98
+ }
99
+ ],
100
+ model="meta-llama/Meta-Llama-3.1-8B-Instruct-Turbo",
101
+ )
102
+ print(chat_completion.choices)
103
+ ```
104
+
105
+ While you can provide an `api_key` keyword argument,
106
+ we recommend using [python-dotenv](https://pypi.org/project/python-dotenv/)
107
+ to add `TOGETHER_API_KEY="My API Key"` to your `.env` file
108
+ so that your API Key is not stored in source control.
109
+
110
+ ## Async usage
111
+
112
+ Simply import `AsyncTogether` instead of `Together` and use `await` with each API call:
113
+
114
+ ```python
115
+ import os
116
+ import asyncio
117
+ from together import AsyncTogether
118
+
119
+ client = AsyncTogether(
120
+ api_key=os.environ.get("TOGETHER_API_KEY"), # This is the default and can be omitted
121
+ )
122
+
123
+
124
+ async def main() -> None:
125
+ chat_completion = await client.chat.completions.create(
126
+ messages=[
127
+ {
128
+ "role": "user",
129
+ "content": "Say this is a test!",
130
+ }
131
+ ],
132
+ model="meta-llama/Meta-Llama-3.1-8B-Instruct-Turbo",
133
+ )
134
+ print(chat_completion.choices)
135
+
136
+
137
+ asyncio.run(main())
138
+ ```
139
+
140
+ Functionality between the synchronous and asynchronous clients is otherwise identical.
141
+
142
+ ### With aiohttp
143
+
144
+ By default, the async client uses `httpx` for HTTP requests. However, for improved concurrency performance you may also use `aiohttp` as the HTTP backend.
145
+
146
+ You can enable this by installing `aiohttp`:
147
+
148
+ ```sh
149
+ # install from PyPI
150
+ pip install '--pre together[aiohttp]'
151
+ ```
152
+
153
+ Then you can enable it by instantiating the client with `http_client=DefaultAioHttpClient()`:
154
+
155
+ ```python
156
+ import os
157
+ import asyncio
158
+ from together import DefaultAioHttpClient
159
+ from together import AsyncTogether
160
+
161
+
162
+ async def main() -> None:
163
+ async with AsyncTogether(
164
+ api_key=os.environ.get("TOGETHER_API_KEY"), # This is the default and can be omitted
165
+ http_client=DefaultAioHttpClient(),
166
+ ) as client:
167
+ chat_completion = await client.chat.completions.create(
168
+ messages=[
169
+ {
170
+ "role": "user",
171
+ "content": "Say this is a test!",
172
+ }
173
+ ],
174
+ model="meta-llama/Meta-Llama-3.1-8B-Instruct-Turbo",
175
+ )
176
+ print(chat_completion.choices)
177
+
178
+
179
+ asyncio.run(main())
180
+ ```
181
+
182
+ ## Streaming responses
183
+
184
+ We provide support for streaming responses using Server Side Events (SSE).
185
+
186
+ ```python
187
+ from together import Together
188
+
189
+ client = Together()
190
+
191
+ stream = client.chat.completions.create(
192
+ messages=[
193
+ {
194
+ "role": "user",
195
+ "content": "Say this is a test!",
196
+ }
197
+ ],
198
+ model="meta-llama/Meta-Llama-3.1-8B-Instruct-Turbo",
199
+ stream=True,
200
+ )
201
+ for chat_completion in stream:
202
+ print(chat_completion.choices)
203
+ ```
204
+
205
+ The async client uses the exact same interface.
206
+
207
+ ```python
208
+ from together import AsyncTogether
209
+
210
+ client = AsyncTogether()
211
+
212
+ stream = await client.chat.completions.create(
213
+ messages=[
214
+ {
215
+ "role": "user",
216
+ "content": "Say this is a test!",
217
+ }
218
+ ],
219
+ model="meta-llama/Meta-Llama-3.1-8B-Instruct-Turbo",
220
+ stream=True,
221
+ )
222
+ async for chat_completion in stream:
223
+ print(chat_completion.choices)
224
+ ```
225
+
226
+ ## Using types
227
+
228
+ Nested request parameters are [TypedDicts](https://docs.python.org/3/library/typing.html#typing.TypedDict). Responses are [Pydantic models](https://docs.pydantic.dev) which also provide helper methods for things like:
229
+
230
+ - Serializing back into JSON, `model.to_json()`
231
+ - Converting to a dictionary, `model.to_dict()`
232
+
233
+ Typed requests and responses provide autocomplete and documentation within your editor. If you would like to see type errors in VS Code to help catch bugs earlier, set `python.analysis.typeCheckingMode` to `basic`.
234
+
235
+ ## Nested params
236
+
237
+ Nested parameters are dictionaries, typed using `TypedDict`, for example:
238
+
239
+ ```python
240
+ from together import Together
241
+
242
+ client = Together()
243
+
244
+ chat_completion = client.chat.completions.create(
245
+ messages=[
246
+ {
247
+ "content": "content",
248
+ "role": "system",
249
+ }
250
+ ],
251
+ model="meta-llama/Meta-Llama-3.1-8B-Instruct-Turbo",
252
+ reasoning={},
253
+ )
254
+ print(chat_completion.reasoning)
255
+ ```
256
+
257
+ The async client uses the exact same interface. If you pass a [`PathLike`](https://docs.python.org/3/library/os.html#os.PathLike) instance, the file contents will be read asynchronously automatically.
258
+
259
+ ## Handling errors
260
+
261
+ When the library is unable to connect to the API (for example, due to network connection problems or a timeout), a subclass of `together.APIConnectionError` is raised.
262
+
263
+ When the API returns a non-success status code (that is, 4xx or 5xx
264
+ response), a subclass of `together.APIStatusError` is raised, containing `status_code` and `response` properties.
265
+
266
+ All errors inherit from `together.APIError`.
267
+
268
+ ```python
269
+ import together
270
+ from together import Together
271
+
272
+ client = Together()
273
+
274
+ try:
275
+ client.chat.completions.create(
276
+ messages=[
277
+ {
278
+ "role": "user",
279
+ "content": "Say this is a test",
280
+ }
281
+ ],
282
+ model="meta-llama/Meta-Llama-3.1-8B-Instruct-Turbo",
283
+ )
284
+ except together.APIConnectionError as e:
285
+ print("The server could not be reached")
286
+ print(e.__cause__) # an underlying Exception, likely raised within httpx.
287
+ except together.RateLimitError as e:
288
+ print("A 429 status code was received; we should back off a bit.")
289
+ except together.APIStatusError as e:
290
+ print("Another non-200-range status code was received")
291
+ print(e.status_code)
292
+ print(e.response)
293
+ ```
294
+
295
+ Error codes are as follows:
296
+
297
+ | Status Code | Error Type |
298
+ | ----------- | -------------------------- |
299
+ | 400 | `BadRequestError` |
300
+ | 401 | `AuthenticationError` |
301
+ | 403 | `PermissionDeniedError` |
302
+ | 404 | `NotFoundError` |
303
+ | 422 | `UnprocessableEntityError` |
304
+ | 429 | `RateLimitError` |
305
+ | >=500 | `InternalServerError` |
306
+ | N/A | `APIConnectionError` |
307
+
308
+ ### Retries
309
+
310
+ Certain errors are automatically retried 2 times by default, with a short exponential backoff.
311
+ Connection errors (for example, due to a network connectivity problem), 408 Request Timeout, 409 Conflict,
312
+ 429 Rate Limit, and >=500 Internal errors are all retried by default.
313
+
314
+ You can use the `max_retries` option to configure or disable retry settings:
315
+
316
+ ```python
317
+ from together import Together
318
+
319
+ # Configure the default for all requests:
320
+ client = Together(
321
+ # default is 2
322
+ max_retries=0,
323
+ )
324
+
325
+ # Or, configure per-request:
326
+ client.with_options(max_retries=5).chat.completions.create(
327
+ messages=[
328
+ {
329
+ "role": "user",
330
+ "content": "Say this is a test",
331
+ }
332
+ ],
333
+ model="meta-llama/Meta-Llama-3.1-8B-Instruct-Turbo",
334
+ )
335
+ ```
336
+
337
+ ### Timeouts
338
+
339
+ By default requests time out after 1 minute. You can configure this with a `timeout` option,
340
+ which accepts a float or an [`httpx.Timeout`](https://www.python-httpx.org/advanced/timeouts/#fine-tuning-the-configuration) object:
341
+
342
+ ```python
343
+ from together import Together
344
+
345
+ # Configure the default for all requests:
346
+ client = Together(
347
+ # 20 seconds (default is 1 minute)
348
+ timeout=20.0,
349
+ )
350
+
351
+ # More granular control:
352
+ client = Together(
353
+ timeout=httpx.Timeout(60.0, read=5.0, write=10.0, connect=2.0),
354
+ )
355
+
356
+ # Override per-request:
357
+ client.with_options(timeout=5.0).chat.completions.create(
358
+ messages=[
359
+ {
360
+ "role": "user",
361
+ "content": "Say this is a test",
362
+ }
363
+ ],
364
+ model="meta-llama/Meta-Llama-3.1-8B-Instruct-Turbo",
365
+ )
366
+ ```
367
+
368
+ On timeout, an `APITimeoutError` is thrown.
369
+
370
+ Note that requests that time out are [retried twice by default](https://github.com/togethercomputer/together-py/tree/main/#retries).
371
+
372
+ ## Advanced
373
+
374
+ ### Logging
375
+
376
+ We use the standard library [`logging`](https://docs.python.org/3/library/logging.html) module.
377
+
378
+ You can enable logging by setting the environment variable `TOGETHER_LOG` to `info`.
379
+
380
+ ```shell
381
+ $ export TOGETHER_LOG=info
382
+ ```
383
+
384
+ Or to `debug` for more verbose logging.
385
+
386
+ ### How to tell whether `None` means `null` or missing
387
+
388
+ In an API response, a field may be explicitly `null`, or missing entirely; in either case, its value is `None` in this library. You can differentiate the two cases with `.model_fields_set`:
389
+
390
+ ```py
391
+ if response.my_field is None:
392
+ if 'my_field' not in response.model_fields_set:
393
+ print('Got json like {}, without a "my_field" key present at all.')
394
+ else:
395
+ print('Got json like {"my_field": null}.')
396
+ ```
397
+
398
+ ### Accessing raw response data (e.g. headers)
399
+
400
+ The "raw" Response object can be accessed by prefixing `.with_raw_response.` to any HTTP method call, e.g.,
401
+
402
+ ```py
403
+ from together import Together
404
+
405
+ client = Together()
406
+ response = client.chat.completions.with_raw_response.create(
407
+ messages=[{
408
+ "role": "user",
409
+ "content": "Say this is a test",
410
+ }],
411
+ model="meta-llama/Meta-Llama-3.1-8B-Instruct-Turbo",
412
+ )
413
+ print(response.headers.get('X-My-Header'))
414
+
415
+ completion = response.parse() # get the object that `chat.completions.create()` would have returned
416
+ print(completion.choices)
417
+ ```
418
+
419
+ These methods return an [`APIResponse`](https://github.com/togethercomputer/together-py/tree/main/src/together/_response.py) object.
420
+
421
+ The async client returns an [`AsyncAPIResponse`](https://github.com/togethercomputer/together-py/tree/main/src/together/_response.py) with the same structure, the only difference being `await`able methods for reading the response content.
422
+
423
+ #### `.with_streaming_response`
424
+
425
+ The above interface eagerly reads the full response body when you make the request, which may not always be what you want.
426
+
427
+ To stream the response body, use `.with_streaming_response` instead, which requires a context manager and only reads the response body once you call `.read()`, `.text()`, `.json()`, `.iter_bytes()`, `.iter_text()`, `.iter_lines()` or `.parse()`. In the async client, these are async methods.
428
+
429
+ ```python
430
+ with client.chat.completions.with_streaming_response.create(
431
+ messages=[
432
+ {
433
+ "role": "user",
434
+ "content": "Say this is a test",
435
+ }
436
+ ],
437
+ model="meta-llama/Meta-Llama-3.1-8B-Instruct-Turbo",
438
+ ) as response:
439
+ print(response.headers.get("X-My-Header"))
440
+
441
+ for line in response.iter_lines():
442
+ print(line)
443
+ ```
444
+
445
+ The context manager is required so that the response will reliably be closed.
446
+
447
+ ### Making custom/undocumented requests
448
+
449
+ This library is typed for convenient access to the documented API.
450
+
451
+ If you need to access undocumented endpoints, params, or response properties, the library can still be used.
452
+
453
+ #### Undocumented endpoints
454
+
455
+ To make requests to undocumented endpoints, you can make requests using `client.get`, `client.post`, and other
456
+ http verbs. Options on the client will be respected (such as retries) when making this request.
457
+
458
+ ```py
459
+ import httpx
460
+
461
+ response = client.post(
462
+ "/foo",
463
+ cast_to=httpx.Response,
464
+ body={"my_param": True},
465
+ )
466
+
467
+ print(response.headers.get("x-foo"))
468
+ ```
469
+
470
+ #### Undocumented request params
471
+
472
+ If you want to explicitly send an extra param, you can do so with the `extra_query`, `extra_body`, and `extra_headers` request
473
+ options.
474
+
475
+ #### Undocumented response properties
476
+
477
+ To access undocumented response properties, you can access the extra fields like `response.unknown_prop`. You
478
+ can also get all the extra fields on the Pydantic model as a dict with
479
+ [`response.model_extra`](https://docs.pydantic.dev/latest/api/base_model/#pydantic.BaseModel.model_extra).
480
+
481
+ ### Configuring the HTTP client
482
+
483
+ You can directly override the [httpx client](https://www.python-httpx.org/api/#client) to customize it for your use case, including:
484
+
485
+ - Support for [proxies](https://www.python-httpx.org/advanced/proxies/)
486
+ - Custom [transports](https://www.python-httpx.org/advanced/transports/)
487
+ - Additional [advanced](https://www.python-httpx.org/advanced/clients/) functionality
488
+
489
+ ```python
490
+ import httpx
491
+ from together import Together, DefaultHttpxClient
492
+
493
+ client = Together(
494
+ # Or use the `TOGETHER_BASE_URL` env var
495
+ base_url="http://my.test.server.example.com:8083",
496
+ http_client=DefaultHttpxClient(
497
+ proxy="http://my.test.proxy.example.com",
498
+ transport=httpx.HTTPTransport(local_address="0.0.0.0"),
499
+ ),
500
+ )
501
+ ```
502
+
503
+ You can also customize the client on a per-request basis by using `with_options()`:
504
+
505
+ ```python
506
+ client.with_options(http_client=DefaultHttpxClient(...))
507
+ ```
508
+
509
+ ### Managing HTTP resources
510
+
511
+ By default the library closes underlying HTTP connections whenever the client is [garbage collected](https://docs.python.org/3/reference/datamodel.html#object.__del__). You can manually close the client using the `.close()` method if desired, or with a context manager that closes when exiting.
512
+
513
+ ```py
514
+ from together import Together
515
+
516
+ with Together() as client:
517
+ # make requests here
518
+ ...
519
+
520
+ # HTTP client is now closed
521
+ ```
522
+
523
+ ## Usage – CLI
524
+
525
+ ### Files
526
+
527
+ ```bash
528
+ # Help
529
+ together files --help
530
+
531
+ # Check file
532
+ together files check example.jsonl
533
+
534
+ # Upload file
535
+ together files upload example.jsonl
536
+
537
+ # List files
538
+ together files list
539
+
540
+ # Retrieve file metadata
541
+ together files retrieve file-6f50f9d1-5b95-416c-9040-0799b2b4b894
542
+
543
+ # Retrieve file content
544
+ together files retrieve-content file-6f50f9d1-5b95-416c-9040-0799b2b4b894
545
+
546
+ # Delete remote file
547
+ together files delete file-6f50f9d1-5b95-416c-9040-0799b2b4b894
548
+ ```
549
+
550
+ ### Fine-tuning
551
+
552
+ ```bash
553
+ # Help
554
+ together fine-tuning --help
555
+
556
+ # Create fine-tune job
557
+ together fine-tuning create \
558
+ --model togethercomputer/llama-2-7b-chat \
559
+ --training-file file-711d8724-b3e3-4ae2-b516-94841958117d
560
+
561
+ # List fine-tune jobs
562
+ together fine-tuning list
563
+
564
+ # Retrieve fine-tune job details
565
+ together fine-tuning retrieve ft-c66a5c18-1d6d-43c9-94bd-32d756425b4b
566
+
567
+ # List fine-tune job events
568
+ together fine-tuning list-events ft-c66a5c18-1d6d-43c9-94bd-32d756425b4b
569
+
570
+ # Cancel running job
571
+ together fine-tuning cancel ft-c66a5c18-1d6d-43c9-94bd-32d756425b4b
572
+
573
+ # Download fine-tuned model weights
574
+ together fine-tuning download ft-c66a5c18-1d6d-43c9-94bd-32d756425b4b
575
+ ```
576
+
577
+ ### Models
578
+
579
+ ```bash
580
+ # Help
581
+ together models --help
582
+
583
+ # List models
584
+ together models list
585
+ ```
586
+
587
+ ## Versioning
588
+
589
+ This package generally follows [SemVer](https://semver.org/spec/v2.0.0.html) conventions, though certain backwards-incompatible changes may be released as minor versions:
590
+
591
+ 1. Changes that only affect static types, without breaking runtime behavior.
592
+ 2. Changes to library internals which are technically public but not intended or documented for external use. _(Please open a GitHub issue to let us know if you are relying on such internals.)_
593
+ 3. Changes that we do not expect to impact the vast majority of users in practice.
594
+
595
+ We take backwards-compatibility seriously and work hard to ensure you can rely on a smooth upgrade experience.
596
+
597
+ We are keen for your feedback; please open an [issue](https://www.github.com/togethercomputer/together-py/issues) with questions, bugs, or suggestions.
598
+
599
+ ### Determining the installed version
600
+
601
+ If you've upgraded to the latest version but aren't seeing any new features you were expecting then your python environment is likely still using an older version.
602
+
603
+ You can determine the version that is being used at runtime with:
604
+
605
+ ```py
606
+ import together
607
+ print(together.__version__)
608
+ ```
609
+
610
+ ## Requirements
611
+
612
+ Python 3.9 or higher.
613
+
614
+ ## Usage – CLI
615
+
616
+ ### Files
617
+
618
+ ```bash
619
+ # Help
620
+ together files --help
621
+
622
+ # Check file
623
+ together files check example.jsonl
624
+
625
+ # Upload file
626
+ together files upload example.jsonl
627
+
628
+ # List files
629
+ together files list
630
+
631
+ # Retrieve file metadata
632
+ together files retrieve file-6f50f9d1-5b95-416c-9040-0799b2b4b894
633
+
634
+ # Retrieve file content
635
+ together files retrieve-content file-6f50f9d1-5b95-416c-9040-0799b2b4b894
636
+
637
+ # Delete remote file
638
+ together files delete file-6f50f9d1-5b95-416c-9040-0799b2b4b894
639
+ ```
640
+
641
+ ### Fine-tuning
642
+
643
+ ```bash
644
+ # Help
645
+ together fine-tuning --help
646
+
647
+ # Create fine-tune job
648
+ together fine-tuning create \
649
+ --model togethercomputer/llama-2-7b-chat \
650
+ --training-file file-711d8724-b3e3-4ae2-b516-94841958117d
651
+
652
+ # List fine-tune jobs
653
+ together fine-tuning list
654
+
655
+ # Retrieve fine-tune job details
656
+ together fine-tuning retrieve ft-c66a5c18-1d6d-43c9-94bd-32d756425b4b
657
+
658
+ # List fine-tune job events
659
+ together fine-tuning list-events ft-c66a5c18-1d6d-43c9-94bd-32d756425b4b
660
+
661
+ # List fine-tune checkpoints
662
+ together fine-tuning list-checkpoints ft-c66a5c18-1d6d-43c9-94bd-32d756425b4b
663
+
664
+ # Cancel running job
665
+ together fine-tuning cancel ft-c66a5c18-1d6d-43c9-94bd-32d756425b4b
666
+
667
+ # Download fine-tuned model weights
668
+ together fine-tuning download ft-c66a5c18-1d6d-43c9-94bd-32d756425b4b
669
+
670
+ # Delete fine-tuned model weights
671
+ together fine-tuning delete ft-c66a5c18-1d6d-43c9-94bd-32d756425b4b
672
+ ```
673
+
674
+ ### Models
675
+
676
+ ```bash
677
+ # Help
678
+ together models --help
679
+
680
+ # List models
681
+ together models list
682
+
683
+ # Upload a model
684
+ together models upload --model-name my-org/my-model --model-source s3-or-hugging-face
685
+ ```
686
+
687
+ ### Clusters
688
+
689
+ ```bash
690
+ # Help
691
+ together beta clusters --help
692
+
693
+ # Create a cluster
694
+ together beta clusters create
695
+
696
+ # List clusters
697
+ together beta clusters list
698
+
699
+ # Retrieve cluster details
700
+ together beta clusters retrieve [cluster-id]
701
+
702
+ # Update a cluster
703
+ together beta clusters update [cluster-id]
704
+
705
+ # Retrieve Together cluster configuration options such as regions, gpu types and drivers available
706
+ together beta clusters list-regions
707
+ ```
708
+
709
+ ##### Cluster Storage
710
+
711
+ ```bash
712
+ # Help
713
+ together beta clusters storage --help
714
+
715
+ # Create cluster storage volume
716
+ together beta clusters storage create
717
+
718
+ # List storage volumes
719
+ together beta clusters storage list
720
+
721
+ # Retrieve storage volume
722
+ together beta clusters storage retrieve [storage-id]
723
+
724
+ # Delete storage volume
725
+ together beta clusters storage delete [storage-id]
726
+ ```
727
+
728
+ ### Jig (Container Deployments)
729
+
730
+ ```bash
731
+ # Help
732
+ together beta jig --help
733
+
734
+ # Initialize jig configuration (creates pyproject.toml)
735
+ together beta jig init
736
+
737
+ # Generate Dockerfile from config
738
+ together beta jig dockerfile
739
+
740
+ # Build container image
741
+ together beta jig build
742
+ together beta jig build --tag v1.0 --warmup
743
+
744
+ # Push image to registry
745
+ together beta jig push
746
+ together beta jig push --tag v1.0
747
+
748
+ # Deploy model (builds, pushes, and deploys)
749
+ together beta jig deploy
750
+ together beta jig deploy --build-only
751
+ together beta jig deploy --image existing-image:tag
752
+
753
+ # Get deployment status
754
+ together beta jig status
755
+
756
+ # Get deployment endpoint URL
757
+ together beta jig endpoint
758
+
759
+ # View deployment logs
760
+ together beta jig logs
761
+ together beta jig logs --follow
762
+
763
+ # Destroy deployment
764
+ together beta jig destroy
765
+
766
+ # Get queue metrics
767
+ together beta jig queue-status
768
+
769
+ # List all deployments
770
+ together beta jig list
771
+ ```
772
+
773
+ ##### Jig Secrets
774
+
775
+ ```bash
776
+ # Help
777
+ together beta jig secrets --help
778
+
779
+ # Set a secret (creates or updates)
780
+ together beta jig secrets set --name MY_SECRET --value "secret-value"
781
+
782
+ # Remove a secret from local state
783
+ together beta jig secrets unset --name MY_SECRET
784
+
785
+ # List all secrets with sync status
786
+ together beta jig secrets list
787
+ ```
788
+
789
+ ##### Jig Volumes
790
+
791
+ ```bash
792
+ # Help
793
+ together beta jig volumes --help
794
+
795
+ # Create a volume and upload files from directory
796
+ together beta jig volumes create --name my-volume --source ./data
797
+
798
+ # Update a volume with new files
799
+ together beta jig volumes update --name my-volume --source ./data
800
+
801
+ # Set volume mount path for deployment
802
+ together beta jig volumes set --name my-volume --mount-path /app/data
803
+
804
+ # Remove volume from deployment config (does not delete remote volume)
805
+ together beta jig volumes unset --name my-volume
806
+
807
+ # Delete a volume
808
+ together beta jig volumes delete --name my-volume
809
+
810
+ # Describe a volume
811
+ together beta jig volumes describe --name my-volume
812
+
813
+ # List all volumes
814
+ together beta jig volumes list
815
+ ```
816
+
817
+ ## Contributing
818
+
819
+ See [the contributing documentation](https://github.com/togethercomputer/together-py/tree/main/./CONTRIBUTING.md).
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1
+ Metadata-Version: 2.4
2
+ Name: scikit_build_core
3
+ Version: 0.11.6
4
+ Summary: Build backend for CMake based projects
5
+ Project-URL: Changelog, https://scikit-build-core.readthedocs.io/en/latest/changelog.html
6
+ Project-URL: Discussions, https://github.com/orgs/scikit-build/discussions
7
+ Project-URL: Documentation, https://scikit-build-core.readthedocs.io
8
+ Project-URL: Homepage, https://github.com/scikit-build/scikit-build-core
9
+ Project-URL: Issues, https://github.com/scikit-build/scikit-build-core/issues
10
+ Author-email: Henry Schreiner <henryfs@princeton.edu>
11
+ License-File: LICENSE
12
+ Classifier: Development Status :: 4 - Beta
13
+ Classifier: Intended Audience :: Developers
14
+ Classifier: Intended Audience :: Science/Research
15
+ Classifier: License :: OSI Approved :: Apache Software License
16
+ Classifier: Operating System :: OS Independent
17
+ Classifier: Programming Language :: Python
18
+ Classifier: Programming Language :: Python :: 3
19
+ Classifier: Programming Language :: Python :: 3 :: Only
20
+ Classifier: Programming Language :: Python :: 3.8
21
+ Classifier: Programming Language :: Python :: 3.9
22
+ Classifier: Programming Language :: Python :: 3.10
23
+ Classifier: Programming Language :: Python :: 3.11
24
+ Classifier: Programming Language :: Python :: 3.12
25
+ Classifier: Programming Language :: Python :: 3.13
26
+ Classifier: Programming Language :: Python :: 3.14
27
+ Classifier: Topic :: Scientific/Engineering
28
+ Classifier: Topic :: Software Development :: Build Tools
29
+ Classifier: Typing :: Typed
30
+ Requires-Python: >=3.8
31
+ Requires-Dist: exceptiongroup>=1.0; python_version < '3.11'
32
+ Requires-Dist: importlib-resources>=1.3; python_version < '3.9'
33
+ Requires-Dist: packaging>=23.2
34
+ Requires-Dist: pathspec>=0.10.1
35
+ Requires-Dist: tomli>=1.2.2; python_version < '3.11'
36
+ Requires-Dist: typing-extensions>=3.10.0; python_version < '3.9'
37
+ Provides-Extra: cov
38
+ Requires-Dist: pytest-cov; extra == 'cov'
39
+ Provides-Extra: dev
40
+ Requires-Dist: rich; extra == 'dev'
41
+ Provides-Extra: docs
42
+ Requires-Dist: furo; extra == 'docs'
43
+ Requires-Dist: hatchling; extra == 'docs'
44
+ Requires-Dist: myst-parser>=0.13; extra == 'docs'
45
+ Requires-Dist: setuptools; extra == 'docs'
46
+ Requires-Dist: sphinx-autodoc-typehints; extra == 'docs'
47
+ Requires-Dist: sphinx-copybutton; extra == 'docs'
48
+ Requires-Dist: sphinx-inline-tabs; extra == 'docs'
49
+ Requires-Dist: sphinx-jsonschema; extra == 'docs'
50
+ Requires-Dist: sphinx-tippy; extra == 'docs'
51
+ Requires-Dist: sphinx>=7.0; extra == 'docs'
52
+ Requires-Dist: sphinxcontrib-programoutput; extra == 'docs'
53
+ Provides-Extra: pyproject
54
+ Provides-Extra: test
55
+ Requires-Dist: build>=0.8; extra == 'test'
56
+ Requires-Dist: cattrs>=22.2.0; extra == 'test'
57
+ Requires-Dist: pip>=23; (python_version < '3.13') and extra == 'test'
58
+ Requires-Dist: pip>=24.1; (python_version >= '3.13') and extra == 'test'
59
+ Requires-Dist: pybind11>=2.11; extra == 'test'
60
+ Requires-Dist: pytest-subprocess>=1.5; extra == 'test'
61
+ Requires-Dist: pytest-xdist>=3.1; extra == 'test'
62
+ Requires-Dist: pytest>=7.2; extra == 'test'
63
+ Requires-Dist: setuptools>=43; (python_version < '3.9') and extra == 'test'
64
+ Requires-Dist: setuptools>=45; (python_version == '3.9') and extra == 'test'
65
+ Requires-Dist: setuptools>=49; (python_version >= '3.10' and python_version < '3.12') and extra == 'test'
66
+ Requires-Dist: setuptools>=66.1; (python_version >= '3.12') and extra == 'test'
67
+ Requires-Dist: virtualenv>=20.20; extra == 'test'
68
+ Requires-Dist: wheel>=0.40; extra == 'test'
69
+ Provides-Extra: test-hatchling
70
+ Requires-Dist: hatchling>=1.24.0; extra == 'test-hatchling'
71
+ Provides-Extra: test-meta
72
+ Requires-Dist: hatch-fancy-pypi-readme>=22.3; extra == 'test-meta'
73
+ Requires-Dist: setuptools-scm; extra == 'test-meta'
74
+ Provides-Extra: test-numpy
75
+ Requires-Dist: numpy; (python_version < '3.14' and platform_python_implementation != 'PyPy' and (platform_system != 'Windows' or platform_machine != 'ARM64')) and extra == 'test-numpy'
76
+ Requires-Dist: numpy~=1.24.0; (python_version == '3.8' and platform_python_implementation == 'PyPy') and extra == 'test-numpy'
77
+ Requires-Dist: numpy~=2.0.0; (python_version == '3.9' and platform_python_implementation == 'PyPy') and extra == 'test-numpy'
78
+ Requires-Dist: numpy~=2.2.0; (python_version == '3.10' and platform_python_implementation == 'PyPy') and extra == 'test-numpy'
79
+ Provides-Extra: test-schema
80
+ Requires-Dist: fastjsonschema; extra == 'test-schema'
81
+ Requires-Dist: validate-pyproject; extra == 'test-schema'
82
+ Provides-Extra: wheel-free-setuptools
83
+ Requires-Dist: setuptools>=70.1; (python_version >= '3.8') and extra == 'wheel-free-setuptools'
84
+ Provides-Extra: wheels
85
+ Requires-Dist: cmake; extra == 'wheels'
86
+ Requires-Dist: ninja; (sys_platform != 'win32') and extra == 'wheels'
87
+ Description-Content-Type: text/markdown
88
+
89
+ # scikit-build-core
90
+
91
+ [![Documentation Status][rtd-badge]][rtd-link]
92
+ [![GitHub Discussion][github-discussions-badge]][github-discussions-link]
93
+ [![Discord][discord-badge]][discord-link]
94
+
95
+ [![Actions Status][actions-badge]][actions-link]
96
+ [![codecov][codecov-badge]][codecov-link]
97
+
98
+ [![PyPI version][pypi-version]][pypi-link]
99
+ [![Conda-Forge][conda-badge]][conda-link]
100
+ [![PyPI platforms][pypi-platforms]][pypi-link]
101
+ [![Downloads][download-badge]][download-link]
102
+
103
+ > [!NOTE]
104
+ >
105
+ > We have a public Scikit-build community meeting every month!
106
+ > [Join us on Google Meet](https://meet.google.com/hzu-znrd-uef) on the third
107
+ > Friday of every month at 12:00 PM EST. We also have a developer's meeting on
108
+ > the first Friday of every month at the same time. Our past meeting minutes are
109
+ > [available here](https://github.com/orgs/scikit-build/discussions/categories/community-meeting-notes).
110
+
111
+ <!-- SPHINX-START -->
112
+
113
+ Scikit-build-core is a build backend for Python that uses CMake to build
114
+ extension modules. It has a simple yet powerful static configuration system in
115
+ pyproject.toml, and supports almost unlimited flexibility via CMake. It was
116
+ initially developed to support the demanding needs of scientific users, but can
117
+ build any sort of package that uses CMake.
118
+
119
+ Scikit-build-core is a ground-up rewrite of the classic Scikit-build. The key
120
+ features of scikit-build classic (which is setuptools based) are also present
121
+ here:
122
+
123
+ - Great support for or by most OSs, compilers, IDEs, and libraries
124
+ - Support for C++ features and other languages like Fortran
125
+ - Support for multithreaded builds
126
+ - Simple CMakeLists.txt files instead of up to thousands of lines of fragile
127
+ setuptools/distutils code
128
+ - Cross-compile support for Apple Silicon and Windows ARM
129
+
130
+ Scikit-build-core was built using Python packaging standards developed after
131
+ scikit-build (classic) was written. Using it directly provides the following
132
+ features over classic Scikit-build:
133
+
134
+ - Better warnings, errors, and logging
135
+ - No warning about unused variables
136
+ - Automatically adds Ninja and/or CMake only as required
137
+ - No dependency on setuptools, distutils, or wheel
138
+ - Powerful config system, including config options support
139
+ - Automatic inclusion of site-packages in `CMAKE_PREFIX_PATH`
140
+ - FindPython is backported if running on CMake < 3.26.1 (configurable), supports
141
+ PyPY SOABI & Limited API / Stable ABI
142
+ - Limited API / Stable ABI and pythonless tags supported via config option
143
+ - No slow generator search, ninja/make or MSVC used by default, respects
144
+ `CMAKE_GENERATOR`
145
+ - SDists are reproducible by default (UNIX, Python 3.9+, uncompressed comparison
146
+ recommended)
147
+ - Support for caching between builds (opt-in by setting `build-dir`)
148
+ - Support for writing out to extra wheel folders (scripts, headers, data)
149
+ - Support for selecting install components and build targets
150
+ - Dedicated entrypoints for module and prefix directories
151
+ - Several integrated dynamic metadata plugins (proposing standardized support
152
+ soon)
153
+ - Experimental editable mode support, with optional experimental auto rebuilds
154
+ on import and optional in-place mode
155
+ - Supports WebAssembly (Emscripten/[Pyodide](https://pyodide.org)).
156
+ - Supports [free-threaded Python 3.13](https://py-free-threading.github.io).
157
+
158
+ The following limitations are present compared to classic scikit-build:
159
+
160
+ - The minimum supported CMake is 3.15
161
+ - The minimum supported Python is 3.8 (3.7+ for 0.10.x and older)
162
+
163
+ Some known missing features that will be developed soon:
164
+
165
+ - Wheels are not fully reproducible yet (nor are they in most others systems,
166
+ including setuptools)
167
+ - Several editable mode caveats (mentioned in the docs).
168
+
169
+ Other backends are also planned:
170
+
171
+ - Setuptools integration highly experimental
172
+ - Hatchling plugin highly experimental
173
+
174
+ The recommended interface is the native pyproject builder. There is also a WIP
175
+ setuptools-based interface that is being developed to provide a transition path
176
+ for classic scikit-build, and a WIP Hatchling plugin. Both might be moved to
177
+ standalone packages in the future.
178
+
179
+ > [!WARNING]
180
+ >
181
+ > Only the pyproject-based builder should be used; the setuptools backend is
182
+ > experimental and likely to move to a separate package before being declared
183
+ > stable, and internal API is still being solidified. A future version of this
184
+ > package will support creating new build extensions.
185
+
186
+ ## Example
187
+
188
+ To use scikit-build-core, add it to your `build-system.requires`, and specify
189
+ the `scikit_build_core.build` builder as your `build-system.build-backend`. You
190
+ do _not_ need to specify `cmake` or `ninja`; scikit-build-core will require them
191
+ automatically if the system versions are not sufficient.
192
+
193
+ ```toml
194
+ [build-system]
195
+ requires = ["scikit-build-core"]
196
+ build-backend = "scikit_build_core.build"
197
+
198
+ [project]
199
+ name = "scikit_build_simplest"
200
+ version = "0.0.1"
201
+ ```
202
+
203
+ You can (and should) specify the rest of the entries in `project`, but these are
204
+ the minimum to get started.
205
+
206
+ An example `CMakeLists.txt`:
207
+
208
+ ```cmake
209
+ cmake_minimum_required(VERSION 3.15...3.30)
210
+ project(${SKBUILD_PROJECT_NAME} LANGUAGES C)
211
+
212
+ find_package(Python COMPONENTS Interpreter Development.Module REQUIRED)
213
+
214
+ Python_add_library(_module MODULE src/module.c WITH_SOABI)
215
+ install(TARGETS _module DESTINATION ${SKBUILD_PROJECT_NAME})
216
+ ```
217
+
218
+ Scikit-build-core will backport FindPython from CMake 3.26.1 to older versions
219
+ of Python, and will handle PyPy for you if you are building from PyPy. You will
220
+ need to install everything you want into the full final path inside site-modules
221
+ (so you will usually prefix everything by the package name).
222
+
223
+ More examples are in the
224
+ [tests/packages](https://github.com/scikit-build/scikit-build-core/tree/main/tests/packages).
225
+
226
+ ## Configuration
227
+
228
+ All configuration options can be placed in `pyproject.toml`, passed via
229
+ `-C`/`--config-setting` in build or `-C`/`--config-settings` in `pip` , or set
230
+ as environment variables. `tool.scikit-build` is used in toml, `skbuild.` for
231
+ `-C` options, or `SKBUILD_*` for environment variables.
232
+
233
+ For a full reference and explanation of the variables see the [online
234
+ documentation][conf-ref]
235
+
236
+ A quick summary and some defaults are listed below:
237
+
238
+ <!-- [[[cog
239
+ from scikit_build_core.settings.skbuild_docs_readme import mk_skbuild_docs
240
+
241
+ print("\n```toml\n[tool.scikit-build]")
242
+ print(mk_skbuild_docs())
243
+ print("```\n")
244
+ ]]] -->
245
+
246
+ ```toml
247
+ [tool.scikit-build]
248
+ # The versions of CMake to allow as a python-compatible specifier.
249
+ cmake.version = ""
250
+
251
+ # A list of args to pass to CMake when configuring the project.
252
+ cmake.args = []
253
+
254
+ # A table of defines to pass to CMake when configuring the project. Additive.
255
+ cmake.define = {}
256
+
257
+ # The build type to use when building the project.
258
+ cmake.build-type = "Release"
259
+
260
+ # The source directory to use when building the project.
261
+ cmake.source-dir = "."
262
+
263
+ # The versions of Ninja to allow.
264
+ ninja.version = ">=1.5"
265
+
266
+ # Use Make as a fallback if a suitable Ninja executable is not found.
267
+ ninja.make-fallback = true
268
+
269
+ # The logging level to display.
270
+ logging.level = "WARNING"
271
+
272
+ # Files to include in the SDist even if they are skipped by default. Supports gitignore syntax.
273
+ sdist.include = []
274
+
275
+ # Files to exclude from the SDist even if they are included by default. Supports gitignore syntax.
276
+ sdist.exclude = []
277
+
278
+ # Try to build a reproducible distribution.
279
+ sdist.reproducible = true
280
+
281
+ # If set to True, CMake will be run before building the SDist.
282
+ sdist.cmake = false
283
+
284
+ # A list of packages to auto-copy into the wheel.
285
+ wheel.packages = ["src/<package>", "python/<package>", "<package>"]
286
+
287
+ # The Python version tag used in the wheel file.
288
+ wheel.py-api = ""
289
+
290
+ # Fill out extra tags that are not required.
291
+ wheel.expand-macos-universal-tags = false
292
+
293
+ # The CMake install prefix relative to the platlib wheel path.
294
+ wheel.install-dir = ""
295
+
296
+ # A list of license files to include in the wheel. Supports glob patterns.
297
+ wheel.license-files = ""
298
+
299
+ # Run CMake as part of building the wheel.
300
+ wheel.cmake = true
301
+
302
+ # Target the platlib or the purelib.
303
+ wheel.platlib = ""
304
+
305
+ # A set of patterns to exclude from the wheel.
306
+ wheel.exclude = []
307
+
308
+ # The build tag to use for the wheel. If empty, no build tag is used.
309
+ wheel.build-tag = ""
310
+
311
+ # If CMake is less than this value, backport a copy of FindPython.
312
+ backport.find-python = "3.26.1"
313
+
314
+ # Select the editable mode to use. Can be "redirect" (default) or "inplace".
315
+ editable.mode = "redirect"
316
+
317
+ # Turn on verbose output for the editable mode rebuilds.
318
+ editable.verbose = true
319
+
320
+ # Rebuild the project when the package is imported.
321
+ editable.rebuild = false
322
+
323
+ # Extra args to pass directly to the builder in the build step.
324
+ build.tool-args = []
325
+
326
+ # The build targets to use when building the project.
327
+ build.targets = []
328
+
329
+ # Verbose printout when building.
330
+ build.verbose = false
331
+
332
+ # Additional ``build-system.requires``.
333
+ build.requires = []
334
+
335
+ # The components to install.
336
+ install.components = []
337
+
338
+ # Whether to strip the binaries.
339
+ install.strip = true
340
+
341
+ # The path (relative to platlib) for the file to generate.
342
+ generate[].path = ""
343
+
344
+ # The template string to use for the file.
345
+ generate[].template = ""
346
+
347
+ # The path to the template file. If empty, a template must be set.
348
+ generate[].template-path = ""
349
+
350
+ # The place to put the generated file.
351
+ generate[].location = "install"
352
+
353
+ # A message to print after a build failure.
354
+ messages.after-failure = ""
355
+
356
+ # A message to print after a successful build.
357
+ messages.after-success = ""
358
+
359
+ # Add the python build environment site_packages folder to the CMake prefix paths.
360
+ search.site-packages = true
361
+
362
+ # List dynamic metadata fields and hook locations in this table.
363
+ metadata = {}
364
+
365
+ # Strictly check all config options.
366
+ strict-config = true
367
+
368
+ # Enable early previews of features not finalized yet.
369
+ experimental = false
370
+
371
+ # If set, this will provide a method for backward compatibility.
372
+ minimum-version = "0.11" # current version
373
+
374
+ # The CMake build directory. Defaults to a unique temporary directory.
375
+ build-dir = ""
376
+
377
+ # Immediately fail the build. This is only useful in overrides.
378
+ fail = false
379
+
380
+ ```
381
+
382
+ <!-- [[[end]]] -->
383
+
384
+ Most CMake environment variables should be supported, and `CMAKE_ARGS` can be
385
+ used to set extra CMake args. `ARCHFLAGS` is used to specify macOS universal2 or
386
+ cross-compiles, just like setuptools.
387
+
388
+ You can also specify `[[tool.scikit-build.overrides]]` to customize values for
389
+ different systems. See the docs for details.
390
+
391
+ ## Other projects for building
392
+
393
+ Scikit-build-core is a binary build backend. There are also other binary build
394
+ backends:
395
+
396
+ - [py-build-cmake][]: A different attempt at a standards compliant builder for
397
+ CMake. Strong focus on cross-compilation. Uses Flit internals.
398
+ - [cmeel][]: A different attempt at a standards compliant builder for CMake.
399
+ Focus on building an ecosystem around a special unimportable folder in
400
+ site-packages (similar to scikit-build's usage of `cmake.*` entrypoints, but
401
+ folder-based).
402
+ - [meson-python][]: A meson-based build backend; has some maintainer overlap
403
+ with scikit-build-core.
404
+ - [maturin][]: A build backend for Rust projects, using Cargo.
405
+ - [enscons][]: A SCons based backend, not very actively developed (but it
406
+ predates all the others in modern standard support!)
407
+
408
+ If you don't need a binary build, you don't need to use a binary build backend!
409
+ There are some very good Python build backends; we recommend [hatchling][] as a
410
+ good balance between good defaults for beginners and good support for advanced
411
+ use cases. This is the tool scikit-build-core itself uses.
412
+
413
+ ## Acknowledgements
414
+
415
+ Support for this work was provided by NSF grant [OAC-2209877][]. Any opinions,
416
+ findings, and conclusions or recommendations expressed in this material are
417
+ those of the author(s) and do not necessarily reflect the views of the National
418
+ Science Foundation.
419
+
420
+ <!-- prettier-ignore-start -->
421
+ [OAC-2209877]: https://www.nsf.gov/awardsearch/showAward?AWD_ID=2209877&HistoricalAwards=false
422
+ [actions-badge]: https://github.com/scikit-build/scikit-build-core/workflows/CI/badge.svg
423
+ [actions-link]: https://github.com/scikit-build/scikit-build-core/actions
424
+ [cmeel]: https://github.com/cmake-wheel/cmeel
425
+ [codecov-badge]: https://codecov.io/gh/scikit-build/scikit-build-core/branch/main/graph/badge.svg?token=ZLbQzIvyG8
426
+ [codecov-link]: https://codecov.io/gh/scikit-build/scikit-build-core
427
+ [conda-badge]: https://img.shields.io/conda/vn/conda-forge/scikit-build-core
428
+ [conda-link]: https://github.com/conda-forge/scikit-build-core-feedstock
429
+ [conf-ref]: https://scikit-build-core.readthedocs.io/en/latest/reference/configs.html
430
+ [discord-badge]: https://img.shields.io/discord/803025117553754132?label=Discord%20chat%20%23scikit-build
431
+ [discord-link]: https://discord.gg/pypa
432
+ [download-badge]: https://static.pepy.tech/badge/scikit-build-core/month
433
+ [download-link]: https://pepy.tech/project/scikit-build-core
434
+ [enscons]: https://pypi.org/project/enscons
435
+ [github-discussions-badge]: https://img.shields.io/static/v1?label=Discussions&message=Ask&color=blue&logo=github
436
+ [github-discussions-link]: https://github.com/orgs/scikit-build/discussions
437
+ [hatchling]: https://hatch.pypa.io/latest
438
+ [maturin]: https://www.maturin.rs
439
+ [meson-python]: https://mesonbuild.com/meson-python
440
+ [py-build-cmake]: https://tttapa.github.io/py-build-cmake
441
+ [pypi-link]: https://pypi.org/project/scikit-build-core/
442
+ [pypi-platforms]: https://img.shields.io/pypi/pyversions/scikit-build-core
443
+ [pypi-version]: https://badge.fury.io/py/scikit-build-core.svg
444
+ [rtd-badge]: https://readthedocs.org/projects/scikit-build-core/badge/?version=latest
445
+ [rtd-link]: https://scikit-build-core.readthedocs.io/en/latest/?badge=latest
446
+ <!-- prettier-ignore-end -->
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1
+ Metadata-Version: 2.4
2
+ Name: lazy_imports
3
+ Version: 1.2.0
4
+ Summary: Tool to support lazy imports
5
+ Author: Pascal Bachor
6
+ Author-email: lazy-imports.vista851@passmail.net
7
+ Maintainer: Pascal Bachor
8
+ License: Apache-2.0
9
+ Project-URL: Changelog, https://github.com/bachorp/lazy-imports/blob/HEAD/CHANGELOG.md
10
+ Project-URL: Bug Tracker, https://github.com/bachorp/lazy-imports/issues
11
+ Project-URL: Source Code, https://github.com/bachorp/lazy-imports
12
+ Keywords: import imports lazy
13
+ Classifier: Development Status :: 5 - Production/Stable
14
+ Classifier: Intended Audience :: Developers
15
+ Classifier: Programming Language :: Python :: 3
16
+ Classifier: Programming Language :: Python :: 3.10
17
+ Classifier: Programming Language :: Python :: 3.11
18
+ Classifier: Programming Language :: Python :: 3.12
19
+ Classifier: Programming Language :: Python :: 3.13
20
+ Classifier: Programming Language :: Python :: 3.14
21
+ Classifier: Programming Language :: Python :: 3 :: Only
22
+ Classifier: Topic :: Software Development
23
+ Classifier: Topic :: Software Development :: Libraries
24
+ Classifier: Topic :: Software Development :: Libraries :: Python Modules
25
+ Classifier: Operating System :: OS Independent
26
+ Requires-Python: >=3.10
27
+ Description-Content-Type: text/markdown
28
+ License-File: LICENSE
29
+ Provides-Extra: checking
30
+ Requires-Dist: black; extra == "checking"
31
+ Requires-Dist: flake8; extra == "checking"
32
+ Requires-Dist: isort; extra == "checking"
33
+ Requires-Dist: mdformat; extra == "checking"
34
+ Requires-Dist: pydocstyle; extra == "checking"
35
+ Requires-Dist: mypy; extra == "checking"
36
+ Requires-Dist: pylint; extra == "checking"
37
+ Requires-Dist: pylintfileheader; extra == "checking"
38
+ Provides-Extra: testing
39
+ Requires-Dist: pytest; extra == "testing"
40
+ Requires-Dist: packaging; extra == "testing"
41
+ Provides-Extra: all
42
+ Requires-Dist: isort; extra == "all"
43
+ Requires-Dist: mypy; extra == "all"
44
+ Requires-Dist: flake8; extra == "all"
45
+ Requires-Dist: mdformat; extra == "all"
46
+ Requires-Dist: pytest; extra == "all"
47
+ Requires-Dist: pylint; extra == "all"
48
+ Requires-Dist: pydocstyle; extra == "all"
49
+ Requires-Dist: black; extra == "all"
50
+ Requires-Dist: pylintfileheader; extra == "all"
51
+ Requires-Dist: packaging; extra == "all"
52
+ Dynamic: author
53
+ Dynamic: author-email
54
+ Dynamic: classifier
55
+ Dynamic: description
56
+ Dynamic: description-content-type
57
+ Dynamic: keywords
58
+ Dynamic: license
59
+ Dynamic: license-file
60
+ Dynamic: maintainer
61
+ Dynamic: project-url
62
+ Dynamic: provides-extra
63
+ Dynamic: requires-python
64
+ Dynamic: summary
65
+
66
+ [![](https://github.com/bachorp/lazy-imports/actions/workflows/static_checks.yml/badge.svg)](https://github.com/bachorp/lazy-imports/actions/workflows/static_checks.yml)
67
+ [![](https://img.shields.io/pypi/pyversions/lazy-imports)](https://www.python.org)
68
+ [![](https://img.shields.io/pypi/v/lazy-imports.svg)](https://pypi.org/project/lazy-imports/)
69
+
70
+ This python utility package helps to create *lazy modules*.
71
+ A lazy module defers loading (some of) its attributes until these attributes are first accessed.
72
+ The module's lazy attributes in turn are attributes of other modules.
73
+ These other modules will be imported/loaded only when (and if) associated attributes are used.
74
+ A lazy import strategy can drastically reduce runtime and memory consumption.
75
+
76
+ Additionally, this package provides a utility for *optional imports* with which one can import a module globally while triggering associated import errors only at use-sites (when and if a dependency is actually required, for example in the context of a specific functionality).
77
+
78
+ [`lazy-imports`](https://pypi.org/project/lazy-imports/) is available on [the Python Package Index (PyPI)](https://pypi.org/project/lazy-imports/).
79
+
80
+ > [!IMPORTANT]
81
+ > Python's import system is highly complex and side effects are ubiquitous.
82
+ > Although employing lazy imports (in a sanely structured project) is quite safe, you should keep in mind that there are necessarily subtle differences between lazy and ordinary (eager) imports/modules.
83
+
84
+ > [!TIP]
85
+ > Using a dedicated package such as this one means that you don't have to go through all the details yourself.
86
+ > Still, we recommend to become acquainted with the basic functionality of lazy modules (such as understanding the roles of `__getattr__`, `__dir__`, and `__all__`).
87
+ > If you'd like to talk about it, feel free to open the [discussion](https://github.com/bachorp/lazy-imports/discussions) on Github.
88
+
89
+ ### Table of Contents
90
+
91
+ - [`LazyModule`](#lazymodule)
92
+ - [Example 1](#example-1)
93
+ - [Example 2](#example-2)
94
+ - [`try_import`](#try_import)
95
+ - [`LazyImporter`](#lazyimporter)
96
+ - [History](#history)
97
+ - [Licensing](#licensing)
98
+
99
+ ## [`LazyModule`](./lazy_imports/lazy_module.py)
100
+
101
+ ### Example 1
102
+
103
+ Type checkers cannot reason about dynamic attributes.
104
+ Therefore, we need a separate code path (using [`typing.TYPE_CHECKING`](https://docs.python.org/3/library/typing.html#typing.TYPE_CHECKING)) on which regular imports are used.
105
+ By moving the imports to a separate file and using the `module_source` utility, code duplication can be avoided.
106
+
107
+ ```python
108
+ # _exports.py
109
+ from absolute.package import Class, function
110
+
111
+ from .submodule import Interface as MyInterface
112
+ ```
113
+
114
+ > [!IMPORTANT]
115
+ > Lazy attributes have to be proper attributes (defined in `__init__.py`) of the module they are imported from and cannot be submodules.
116
+ > In this example, if `function` is a submodule of `absolute.package`, the lazy module won't (try to) load `absolute.package.function` as a module by itself; in this case, an access of the lazy module's attribute `function` might fail.
117
+
118
+ ```python
119
+ # __init__.py
120
+ """This is my great package."""
121
+
122
+ from typing import TYPE_CHECKING
123
+ from lazy_imports import LazyModule, as_package, load, module_source
124
+
125
+ __version__ = "0.1.0"
126
+
127
+ if TYPE_CHECKING:
128
+ from ._exports import *
129
+ else:
130
+ # Registers the lazy module in `sys.modules`
131
+ load(
132
+ # The constructor takes arbitrarily many attribute declarations in various forms
133
+ LazyModule(
134
+ # Attributes `__file__` and `__path__` (required for importing submodules of this module)
135
+ *as_package(__file__),
136
+ # An ordinary (eager) attribute
137
+ ("__version__", __version__),
138
+ # Finds and parses the source of the submodule `_exports` (namely the file `_exports.py`)
139
+ module_source("._exports", __name__),
140
+ # Fully-qualified name of the module (required)
141
+ name=__name__,
142
+ # Docstring from the top of the module
143
+ doc=__doc__,
144
+ )
145
+ )
146
+ ```
147
+
148
+ ### Example 2
149
+
150
+ ```python
151
+ # __init__.py
152
+ import ast as _ast
153
+ from typing import TYPE_CHECKING
154
+ from lazy_imports import LazyModule as _LazyModule
155
+
156
+ # Keep outside the `not TYPE_CHECKING` branch such that your type checker does not skip this expression
157
+ _mod = LazyModule(
158
+ *as_package(__file__),
159
+ # A string with arbitrarily many `from <module> import <attribute>`-statements
160
+ "from . import echo",
161
+ # Plain type from `ast`
162
+ ast.ImportFrom(names=[ast.alias(name="formats")], level=2),
163
+ ast.ImportFrom(module="filters", names=[ast.alias(name="equalizer", asname="eq")], level=2),
164
+ name=__name__,
165
+ )
166
+
167
+ if TYPE_CHECKING:
168
+ from . import echo
169
+ from .. import formats
170
+ from ..filters import equalizer as eq
171
+ else:
172
+ # NOTE: If you use this trick (instead of directly writing to `sys.modules`), you'll have to make
173
+ # sure that none of the attributes overlap with already defined variables (such as `_ast`).
174
+ __getattr__, __dir__, __all__ = _mod.__getattr__, _mod.__dir__, _mod.__all__
175
+ ```
176
+
177
+ ## [`try_import`](./lazy_imports/try_import.py)
178
+
179
+ `try_import` is a context manager that can wrap imports of optional packages to defer exceptions.
180
+ This way you don't have to import the packages every time you call a function, but you can still import the package at the top of your module.
181
+ The context manager defers the exceptions until you actually need to use the package.
182
+ You can see an example below.
183
+
184
+ ```python
185
+ from lazy_imports import try_import
186
+
187
+ with try_import() as optional_package_import: # use `try_import` as a context manager
188
+ import optional_package # optional package that might not be installed
189
+
190
+ def optional_function(): # optional function that uses the optional package
191
+ optional_package_import.check() # check if the import was ok or raise a meaningful exception
192
+ optional_package.some_external_function() # use the optional package here
193
+ ```
194
+
195
+ ## [`LazyImporter`](./lazy_imports/v0/lazy_imports.py)
196
+
197
+ > [!TIP]
198
+ > Instead of `LazyImporter` we recommend using its successor `LazyModule`, which
199
+ >
200
+ > - allows attributes to be imported from any module (and not just submodules),
201
+ > - offers to specify imports as plain python code (which can then be sourced from a dedicated file),
202
+ > - supports `__doc__`, and
203
+ > - applies additional sanity checks (such as preventing cyclic imports).
204
+
205
+ Usage example taken from [`hpoflow/__init__.py`](https://github.com/telekom/HPOflow/blob/1b26f3b86cad607dd89a31fa9135256d956948cb/hpoflow/__init__.py):
206
+
207
+ ```python
208
+ import sys
209
+ from typing import TYPE_CHECKING
210
+
211
+ from lazy_imports import LazyImporter
212
+
213
+ from hpoflow.version import __version__
214
+
215
+
216
+ _import_structure = {
217
+ "mlflow": [
218
+ "normalize_mlflow_entry_name",
219
+ "normalize_mlflow_entry_names_in_dict",
220
+ "check_repo_is_dirty",
221
+ ],
222
+ "optuna": ["SignificanceRepeatedTrainingPruner"],
223
+ "optuna_mlflow": ["OptunaMLflow"],
224
+ "optuna_transformers": ["OptunaMLflowCallback"],
225
+ "utils": ["func_no_exception_caller"],
226
+ }
227
+
228
+ # Direct imports for type-checking
229
+ if TYPE_CHECKING:
230
+ from hpoflow.mlflow import ( # noqa: F401
231
+ check_repo_is_dirty,
232
+ normalize_mlflow_entry_name,
233
+ normalize_mlflow_entry_names_in_dict,
234
+ )
235
+ from hpoflow.optuna import SignificanceRepeatedTrainingPruner # noqa: F401
236
+ from hpoflow.optuna_mlflow import OptunaMLflow # noqa: F401
237
+ from hpoflow.optuna_transformers import OptunaMLflowCallback # noqa: F401
238
+ from hpoflow.utils import func_no_exception_caller # noqa: F401
239
+ else:
240
+ sys.modules[__name__] = LazyImporter(
241
+ __name__,
242
+ globals()["__file__"],
243
+ _import_structure,
244
+ extra_objects={"__version__": __version__},
245
+ )
246
+ ```
247
+
248
+ ## History
249
+
250
+ This project has previously been maintained by the [One Conversation](https://welove.ai/) team of [Deutsche Telekom AG](https://www.telekom.com/).
251
+ It is based on [`_LazyModule`](https://github.com/huggingface/transformers/blob/e218249b02465ec8b6029f201f2503b9e3b61feb/src/transformers/file_utils.py#L1945) from [HuggingFace](https://huggingface.co/) and [`try_import()`](https://github.com/optuna/optuna/blob/1f92d496b0c4656645384e31539e4ee74992ff55/optuna/_imports.py#L89) from the [Optuna framework](https://optuna.readthedocs.io/).
252
+ Many thanks to HuggingFace for [your consent](https://github.com/huggingface/transformers/issues/12861#issuecomment-886712209)
253
+ and to Optuna for [your consent](https://github.com/optuna/optuna/issues/2776#issuecomment-874614137) to publish it as a standalone package 🤗 ♥.
254
+
255
+ In December 2024 responsibility was transferred to [Pascal Bachor](https://github.com/bachorp).
256
+
257
+ ## Licensing
258
+
259
+ Copyright (c) 2024-2025 Pascal Bachor<br/>
260
+ Copyright (c) 2021 [Philip May](https://philipmay.org/), [Deutsche Telekom AG](https://www.telekom.com/)<br/>
261
+ Copyright (c) 2020, 2021 [The HuggingFace Team](https://huggingface.co/)<br/>
262
+ Copyright (c) 2018 Preferred Networks, Inc.
263
+
264
+ Licensed under the [Apache License, Version 2.0](https://github.com/bachorp/lazy-imports/blob/HEAD/LICENSE) (the "License");
265
+ you may not use this file except in compliance with the License.
266
+ You may obtain a copy of the License at [http://www.apache.org/licenses/LICENSE-2.0](http://www.apache.org/licenses/LICENSE-2.0).
267
+ Unless required by applicable law or agreed to in writing, software distributed under the License is distributed on an "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
268
+ See the License for the specific language governing permissions and limitations under the License.
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1
+ Metadata-Version: 2.4
2
+ Name: hatch-fancy-pypi-readme
3
+ Version: 25.1.0
4
+ Summary: Fancy PyPI READMEs with Hatch
5
+ Project-URL: Documentation, https://github.com/hynek/hatch-fancy-pypi-readme#readme
6
+ Project-URL: Changelog, https://github.com/hynek/hatch-fancy-pypi-readme/blob/main/CHANGELOG.md
7
+ Project-URL: Source Code, https://github.com/hynek/hatch-fancy-pypi-readme
8
+ Project-URL: Funding, https://github.com/sponsors/hynek
9
+ Author-email: Hynek Schlawack <hs@ox.cx>
10
+ License-Expression: MIT
11
+ License-File: LICENSE.txt
12
+ Keywords: documentation,hatch,pypi,readme
13
+ Classifier: Development Status :: 5 - Production/Stable
14
+ Classifier: Framework :: Hatch
15
+ Classifier: Operating System :: OS Independent
16
+ Classifier: Programming Language :: Python :: 3.8
17
+ Classifier: Programming Language :: Python :: 3.9
18
+ Classifier: Programming Language :: Python :: 3.10
19
+ Classifier: Programming Language :: Python :: 3.11
20
+ Classifier: Programming Language :: Python :: 3.12
21
+ Classifier: Programming Language :: Python :: 3.13
22
+ Classifier: Topic :: Software Development :: Build Tools
23
+ Requires-Python: >=3.8
24
+ Requires-Dist: hatchling
25
+ Requires-Dist: tomli; python_version < '3.11'
26
+ Provides-Extra: dev
27
+ Requires-Dist: build; extra == 'dev'
28
+ Requires-Dist: mypy; extra == 'dev'
29
+ Requires-Dist: pytest; extra == 'dev'
30
+ Requires-Dist: wheel; extra == 'dev'
31
+ Provides-Extra: tests
32
+ Requires-Dist: build; extra == 'tests'
33
+ Requires-Dist: pytest; extra == 'tests'
34
+ Requires-Dist: wheel; extra == 'tests'
35
+ Description-Content-Type: text/markdown
36
+
37
+ # Your ✨Fancy✨ Project Deserves a ✨Fancy✨ PyPI Readme!
38
+
39
+ *hatch-fancy-pypi-readme* is an MIT-licensed metadata plugin for [Hatch](https://hatch.pypa.io/) by [Hynek Schlawack](https://hynek.me/).
40
+
41
+ Its purpose is to help you to have fancy PyPI readmes – unlike *this* one you’re looking at right now.
42
+
43
+ Please check out the [documentation](https://github.com/hynek/hatch-fancy-pypi-readme#readme) to see what *hatch-fancy-pypi-readme* can do for you and your projects!
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1
+ Metadata-Version: 2.4
2
+ Name: meson
3
+ Version: 1.10.1
4
+ Summary: A high performance build system
5
+ Home-page: https://mesonbuild.com
6
+ Author: Jussi Pakkanen
7
+ Author-email: jpakkane@gmail.com
8
+ License: Apache License, Version 2.0
9
+ Project-URL: Source, https://github.com/mesonbuild/meson
10
+ Keywords: meson,mesonbuild,build system,cmake
11
+ Classifier: Development Status :: 5 - Production/Stable
12
+ Classifier: Environment :: Console
13
+ Classifier: Intended Audience :: Developers
14
+ Classifier: License :: OSI Approved :: Apache Software License
15
+ Classifier: Natural Language :: English
16
+ Classifier: Operating System :: MacOS :: MacOS X
17
+ Classifier: Operating System :: Microsoft :: Windows
18
+ Classifier: Operating System :: POSIX :: BSD
19
+ Classifier: Operating System :: POSIX :: Linux
20
+ Classifier: Programming Language :: Python :: 3 :: Only
21
+ Classifier: Programming Language :: Python :: 3.7
22
+ Classifier: Programming Language :: Python :: 3.8
23
+ Classifier: Programming Language :: Python :: 3.9
24
+ Classifier: Programming Language :: Python :: 3.10
25
+ Classifier: Programming Language :: Python :: 3.11
26
+ Classifier: Programming Language :: Python :: 3.12
27
+ Classifier: Programming Language :: Python :: 3.13
28
+ Classifier: Topic :: Software Development :: Build Tools
29
+ Requires-Python: >=3.7
30
+ License-File: COPYING
31
+ Provides-Extra: ninja
32
+ Requires-Dist: ninja>=1.8.2; extra == "ninja"
33
+ Provides-Extra: progress
34
+ Requires-Dist: tqdm; extra == "progress"
35
+ Provides-Extra: typing
36
+ Requires-Dist: mypy; extra == "typing"
37
+ Requires-Dist: typing_extensions; python_version < "3.8" and extra == "typing"
38
+ Dynamic: license-file
39
+
40
+ Meson is a cross-platform build system designed to be both as fast and as user friendly as possible. It supports many languages and compilers, including GCC, Clang, PGI, Intel, and Visual Studio. Its build definitions are written in a simple non-Turing complete DSL.