mirror of
https://github.com/langchain-ai/langgraph.git
synced 2026-10-16 13:15:32 +02:00
Merge branch 'main' into dependabot/uv/libs/prebuilt/minor-and-patch-c2e5038c06
This commit is contained in:
John Kennedy
@@ -50,4 +50,4 @@ jobs:
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- name: Deploy to GitHub Pages
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id: deployment
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uses: actions/deploy-pages@cd2ce8fcbc39b97be8ca5fce6e763baed58fa128 # v5.0.0
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uses: actions/deploy-pages@368f82528645a54fb793d4d04e342629a3f51346 # v5.0.1
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Generated
+38
-38
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[package.optional-dependencies]
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|
||||
|
||||
[[package]]
|
||||
|
||||
@@ -9,8 +9,8 @@
|
||||
},
|
||||
"dependencies": {
|
||||
"@js-monorepo-example/shared": "*",
|
||||
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||||
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|
||||
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||||
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||||
},
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||||
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|
||||
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||||
|
||||
@@ -17,18 +17,18 @@
|
||||
"lint": "eslint 'apps/**/*.ts' 'libs/**/*.ts'"
|
||||
},
|
||||
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|
||||
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||||
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||||
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||||
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||||
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||||
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|
||||
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|
||||
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|
||||
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|
||||
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|
||||
|
||||
@@ -2,6 +2,24 @@
|
||||
# yarn lockfile v1
|
||||
|
||||
|
||||
"@cacheable/memory@^2.2.0":
|
||||
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|
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||||
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||||
hookified "^1.15.1"
|
||||
keyv "^5.6.0"
|
||||
|
||||
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|
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||||
@@ -42,10 +60,10 @@
|
||||
dependencies:
|
||||
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|
||||
|
||||
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resolved "https://registry.yarnpkg.com/@eslint/eslintrc/-/eslintrc-3.3.7.tgz#76d3dedec4a30ea32df797bf8a0085c1311b7316"
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||||
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||||
ajv "^6.14.0"
|
||||
debug "^4.3.2"
|
||||
@@ -53,7 +71,7 @@
|
||||
globals "^14.0.0"
|
||||
ignore "^5.2.0"
|
||||
import-fresh "^3.2.1"
|
||||
js-yaml "^4.3.0"
|
||||
js-yaml "^4.3.2"
|
||||
minimatch "^3.1.5"
|
||||
strip-json-comments "^3.1.1"
|
||||
|
||||
@@ -67,10 +85,10 @@
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||||
resolved "https://registry.yarnpkg.com/@eslint/object-schema/-/object-schema-3.0.5.tgz#88e9bf4d11d2b19c082e78ebe7ce88724a5eb091"
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||||
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||||
resolved "https://registry.yarnpkg.com/@isaacs/cliui/-/cliui-9.0.0.tgz#4d0a3f127058043bf2e7ee169eaf30ed901302f3"
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||||
version "1.2.9"
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||||
resolved "https://registry.yarnpkg.com/@langchain/core/-/core-1.2.9.tgz#4f5fb27ba07c51ce4fb8e1dc32eb36945737afa1"
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dependencies:
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||||
hashery "^1.4.0"
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||||
hookified "^1.15.0"
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||||
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||||
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||||
version "1.1.1"
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||||
resolved "https://registry.yarnpkg.com/@keyv/serialize/-/serialize-1.1.1.tgz#0c01dd3a3483882af7cf3878d4e71d505c81fc4a"
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||||
|
||||
"@langchain/core@^1.2.13":
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||||
version "1.2.13"
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||||
resolved "https://registry.yarnpkg.com/@langchain/core/-/core-1.2.13.tgz#4ea4eb0308a25af350f75de2fbf34aecb819177e"
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||||
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||||
dependencies:
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||||
"@cfworker/json-schema" "^4.0.2"
|
||||
"@standard-schema/spec" "^1.1.0"
|
||||
@@ -121,31 +152,26 @@
|
||||
resolved "https://registry.yarnpkg.com/@langchain/langgraph-checkpoint/-/langgraph-checkpoint-1.1.5.tgz#c793177f9afcce31a1e9922f317f88fec1254282"
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||||
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||||
|
||||
"@langchain/langgraph-sdk@~1.10.0":
|
||||
version "1.10.0"
|
||||
resolved "https://registry.yarnpkg.com/@langchain/langgraph-sdk/-/langgraph-sdk-1.10.0.tgz#6ec1364a97caf615983161ae1f00b196897b9cd6"
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||||
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|
||||
version "1.12.0"
|
||||
resolved "https://registry.yarnpkg.com/@langchain/langgraph-sdk/-/langgraph-sdk-1.12.0.tgz#b063a7eba0a66f51cbc841a824626a47eca1eec9"
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||||
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|
||||
dependencies:
|
||||
"@langchain/protocol" "^0.0.19"
|
||||
"@types/json-schema" "^7.0.15"
|
||||
p-queue "^9.0.1"
|
||||
p-retry "^7.1.1"
|
||||
|
||||
"@langchain/langgraph@^1.4.13":
|
||||
version "1.4.13"
|
||||
resolved "https://registry.yarnpkg.com/@langchain/langgraph/-/langgraph-1.4.13.tgz#168ab4f05c212fd5ab4b2816bcad2e963b345101"
|
||||
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|
||||
"@langchain/langgraph@^1.4.18":
|
||||
version "1.4.18"
|
||||
resolved "https://registry.yarnpkg.com/@langchain/langgraph/-/langgraph-1.4.18.tgz#c8cc4ea734834262fdb00ae6a45a0849620e4fd2"
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||||
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||||
dependencies:
|
||||
"@langchain/langgraph-checkpoint" "^1.1.5"
|
||||
"@langchain/langgraph-sdk" "~1.10.0"
|
||||
"@langchain/protocol" "^0.0.18"
|
||||
"@langchain/langgraph-sdk" "~1.12.0"
|
||||
"@langchain/protocol" "^0.0.19"
|
||||
"@standard-schema/spec" "1.1.0"
|
||||
|
||||
"@langchain/protocol@^0.0.18":
|
||||
version "0.0.18"
|
||||
resolved "https://registry.yarnpkg.com/@langchain/protocol/-/protocol-0.0.18.tgz#6d96155e7263c958fbce6d4b7241b4725b72fbad"
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integrity sha512-XW1egQtPfsGI41w2AMZNFZrUIwFSQHTjVMZs0OaTpCAvht/QLoaPN8FQcsysMVypOhupG28J29yOorrc70otBQ==
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||||
"@langchain/protocol@^0.0.19":
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||||
version "0.0.19"
|
||||
resolved "https://registry.yarnpkg.com/@langchain/protocol/-/protocol-0.0.19.tgz#7fe43fed115dc34b3b4c246e8d5283fbcbfab7b0"
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||||
@@ -171,35 +197,35 @@
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||||
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eslint-visitor-keys "^5.0.0"
|
||||
|
||||
"@typescript/typescript-aix-ppc64@7.0.2":
|
||||
@@ -569,6 +595,17 @@ brace-expansion@^5.0.8:
|
||||
dependencies:
|
||||
balanced-match "^4.0.2"
|
||||
|
||||
cacheable@^2.5.0:
|
||||
version "2.5.0"
|
||||
resolved "https://registry.yarnpkg.com/cacheable/-/cacheable-2.5.0.tgz#d142d41043e5a865f6053cc70ef4e3ad068bd5ce"
|
||||
integrity sha512-60cyAOytib/OzBw1JNSoSV/boK1AtHryDIjvVBk7XbN4ugfkM3+Sry7fEjNgPMGgOjuaZPAp8ruZ0Cxafwyq9g==
|
||||
dependencies:
|
||||
"@cacheable/memory" "^2.2.0"
|
||||
"@cacheable/utils" "^2.5.0"
|
||||
hookified "^1.15.0"
|
||||
keyv "^5.6.0"
|
||||
qified "^0.10.1"
|
||||
|
||||
call-bind-apply-helpers@^1.0.0, call-bind-apply-helpers@^1.0.1, call-bind-apply-helpers@^1.0.2:
|
||||
version "1.0.2"
|
||||
resolved "https://registry.yarnpkg.com/call-bind-apply-helpers/-/call-bind-apply-helpers-1.0.2.tgz#4b5428c222be985d79c3d82657479dbe0b59b2d6"
|
||||
@@ -886,17 +923,17 @@ eslint-visitor-keys@^5.0.0, eslint-visitor-keys@^5.0.1:
|
||||
resolved "https://registry.yarnpkg.com/eslint-visitor-keys/-/eslint-visitor-keys-5.0.1.tgz#9e3c9489697824d2d4ce3a8ad12628f91e9f59be"
|
||||
integrity sha512-tD40eHxA35h0PEIZNeIjkHoDR4YjjJp34biM0mDvplBe//mB+IHCqHDGV7pxF+7MklTvighcCPPZC7ynWyjdTA==
|
||||
|
||||
eslint@^10.9.1:
|
||||
version "10.9.1"
|
||||
resolved "https://registry.yarnpkg.com/eslint/-/eslint-10.9.1.tgz#409da5c41a5536d5a849f8555a18ca7ef1eb963b"
|
||||
integrity sha512-9VaAkDURekixUQJy0oJYl2DcN6oKMfxay7XzaGYAWQwsb6qfKf+x76R2k1L8kb1boc+FyCAaTA9GmiKaaiaF+A==
|
||||
eslint@^10.11.0:
|
||||
version "10.11.0"
|
||||
resolved "https://registry.yarnpkg.com/eslint/-/eslint-10.11.0.tgz#304d1591b7c6a327e3f64b4f550f99fda160ae20"
|
||||
integrity sha512-P7a6UEEqb9G95MYAtqkmsTbVXIYyzIfl6NGOIJk162PaahFxFyeGcrlXYFSiagECg4sEm8IseJdZBKR3rx6MsQ==
|
||||
dependencies:
|
||||
"@eslint-community/eslint-utils" "^4.8.0"
|
||||
"@eslint-community/regexpp" "^4.12.2"
|
||||
"@eslint/config-array" "^0.23.5"
|
||||
"@eslint/config-helpers" "^0.7.0"
|
||||
"@eslint/core" "^1.2.1"
|
||||
"@eslint/plugin-kit" "^0.7.2"
|
||||
"@eslint/plugin-kit" "^0.7.3"
|
||||
"@humanfs/node" "^0.16.6"
|
||||
"@humanwhocodes/module-importer" "^1.0.1"
|
||||
"@humanwhocodes/retry" "^0.4.2"
|
||||
@@ -911,7 +948,7 @@ eslint@^10.9.1:
|
||||
esquery "^1.7.0"
|
||||
esutils "^2.0.2"
|
||||
fast-deep-equal "^3.1.3"
|
||||
file-entry-cache "^8.0.0"
|
||||
file-entry-cache "11.1.5 || >11.1.6 <12"
|
||||
find-up "^5.0.0"
|
||||
glob-parent "^6.0.2"
|
||||
ignore "^5.2.0"
|
||||
@@ -999,12 +1036,12 @@ fdir@^6.5.0:
|
||||
resolved "https://registry.yarnpkg.com/fdir/-/fdir-6.5.0.tgz#ed2ab967a331ade62f18d077dae192684d50d350"
|
||||
integrity sha512-tIbYtZbucOs0BRGqPJkshJUYdL+SDH7dVM8gjy+ERp3WAUjLEFJE+02kanyHtwjWOnwrKYBiwAmM0p4kLJAnXg==
|
||||
|
||||
file-entry-cache@^8.0.0:
|
||||
version "8.0.0"
|
||||
resolved "https://registry.yarnpkg.com/file-entry-cache/-/file-entry-cache-8.0.0.tgz#7787bddcf1131bffb92636c69457bbc0edd6d81f"
|
||||
integrity sha512-XXTUwCvisa5oacNGRP9SfNtYBNAMi+RPwBFmblZEF7N7swHYQS6/Zfk7SRwx4D5j3CH211YNRco1DEMNVfZCnQ==
|
||||
"file-entry-cache@11.1.5 || >11.1.6 <12":
|
||||
version "11.1.5"
|
||||
resolved "https://registry.yarnpkg.com/file-entry-cache/-/file-entry-cache-11.1.5.tgz#c8210eb055de63e68685ccfb6a017e386d4577d0"
|
||||
integrity sha512-+PFTHITI08JIGhnNpGNI8T8inUpgZfk3GNEqfT9R2zZV2iFXg3CvqzSl/uEhs7TSGujYRELEANyDvS8Fj7+S7Q==
|
||||
dependencies:
|
||||
flat-cache "^4.0.0"
|
||||
flat-cache "^6.1.23"
|
||||
|
||||
find-up@^5.0.0:
|
||||
version "5.0.0"
|
||||
@@ -1014,18 +1051,19 @@ find-up@^5.0.0:
|
||||
locate-path "^6.0.0"
|
||||
path-exists "^4.0.0"
|
||||
|
||||
flat-cache@^4.0.0:
|
||||
version "4.0.1"
|
||||
resolved "https://registry.yarnpkg.com/flat-cache/-/flat-cache-4.0.1.tgz#0ece39fcb14ee012f4b0410bd33dd9c1f011127c"
|
||||
integrity sha512-f7ccFPK3SXFHpx15UIGyRJ/FJQctuKZ0zVuN3frBo4HnK3cay9VEW0R6yPYFHC0AgqhukPzKjq22t5DmAyqGyw==
|
||||
flat-cache@^6.1.23:
|
||||
version "6.1.23"
|
||||
resolved "https://registry.yarnpkg.com/flat-cache/-/flat-cache-6.1.23.tgz#735dc888c271868d7301b3bbb8edba5028afb61d"
|
||||
integrity sha512-f++BY9pTk+983xK1FLzlLpmM0i0z+jHmx3QESGkURMXujQZz1k5wzwX6hjnQ8goaD0B+sYnDK1yZ6MTyZfUaqA==
|
||||
dependencies:
|
||||
flatted "^3.2.9"
|
||||
keyv "^4.5.4"
|
||||
cacheable "^2.5.0"
|
||||
flatted "^3.4.2"
|
||||
hookified "^1.15.0"
|
||||
|
||||
flatted@^3.2.9:
|
||||
version "3.4.2"
|
||||
resolved "https://registry.yarnpkg.com/flatted/-/flatted-3.4.2.tgz#f5c23c107f0f37de8dbdf24f13722b3b98d52726"
|
||||
integrity sha512-PjDse7RzhcPkIJwy5t7KPWQSZ9cAbzQXcafsetQoD7sOJRQlGikNbx7yZp2OotDnJyrDcbyRq3Ttb18iYOqkxA==
|
||||
flatted@^3.4.2:
|
||||
version "3.4.4"
|
||||
resolved "https://registry.yarnpkg.com/flatted/-/flatted-3.4.4.tgz#aeeca2a506303f0cee61c59e6c9f2a88d2f29fc6"
|
||||
integrity sha512-5+ybhBZANEJxaH3X5evAFatUxLfEHSr7n6kYJ+1Qd0mUqr4eu9gIf6GDbWHf8RJijHrjjO8G+la14SlL2SeS1Q==
|
||||
|
||||
for-each@^0.3.3, for-each@^0.3.5:
|
||||
version "0.3.5"
|
||||
@@ -1145,6 +1183,13 @@ has-tostringtag@^1.0.2:
|
||||
dependencies:
|
||||
has-symbols "^1.0.3"
|
||||
|
||||
hashery@^1.4.0, hashery@^1.5.1:
|
||||
version "1.5.1"
|
||||
resolved "https://registry.yarnpkg.com/hashery/-/hashery-1.5.1.tgz#4ba82ad54911ac617467870845d57a9fe508a400"
|
||||
integrity sha512-iZyKG96/JwPz1N55vj2Ie2vXbhu440zfUfJvSwEqEbeLluk7NnapfGqa7LH0mOsnDxTF85Mx8/dyR6HfqcbmbQ==
|
||||
dependencies:
|
||||
hookified "^1.15.0"
|
||||
|
||||
hasown@^2.0.2:
|
||||
version "2.0.2"
|
||||
resolved "https://registry.yarnpkg.com/hasown/-/hasown-2.0.2.tgz#003eaf91be7adc372e84ec59dc37252cedb80003"
|
||||
@@ -1152,6 +1197,16 @@ hasown@^2.0.2:
|
||||
dependencies:
|
||||
function-bind "^1.1.2"
|
||||
|
||||
hookified@^1.15.0, hookified@^1.15.1:
|
||||
version "1.15.1"
|
||||
resolved "https://registry.yarnpkg.com/hookified/-/hookified-1.15.1.tgz#b1fafeaa5489cdc29cb85546a8f837ed4ffbbcb6"
|
||||
integrity sha512-MvG/clsADq1GPM2KGo2nyfaWVyn9naPiXrqIe4jYjXNZQt238kWyOGrsyc/DmRAQ+Re6yeo6yX/yoNCG5KAEVg==
|
||||
|
||||
hookified@^2.1.1:
|
||||
version "2.2.0"
|
||||
resolved "https://registry.yarnpkg.com/hookified/-/hookified-2.2.0.tgz#1d024ac1668973dd5bcc4a96ab9ccdb7639ef8d4"
|
||||
integrity sha512-p/LgFzRN5FeoD3DLS6bkUapeye6E4SI6yJs6KetENd18S+FBthqYq2amJUWpt5z0EQwwHemidjY5OqJGEKm5uA==
|
||||
|
||||
ignore@^5.2.0:
|
||||
version "5.3.2"
|
||||
resolved "https://registry.yarnpkg.com/ignore/-/ignore-5.3.2.tgz#3cd40e729f3643fd87cb04e50bf0eb722bc596f5"
|
||||
@@ -1390,18 +1445,13 @@ js-tiktoken@^1.0.12:
|
||||
dependencies:
|
||||
base64-js "^1.5.1"
|
||||
|
||||
js-yaml@^4.3.0:
|
||||
js-yaml@^4.3.2:
|
||||
version "4.3.2"
|
||||
resolved "https://registry.yarnpkg.com/js-yaml/-/js-yaml-4.3.2.tgz#8e44fb14a2643c59726bb15787b5f1512cb3d3fb"
|
||||
integrity sha512-SFNOvSJ+Dgf/9An904Yx+CgSlIPCkIpao4qo51lpee25TIRejdH3rhR4EZMGoNx3/TP3O+wzWuiTFl4sqbltzA==
|
||||
dependencies:
|
||||
argparse "^2.0.1"
|
||||
|
||||
json-buffer@3.0.1:
|
||||
version "3.0.1"
|
||||
resolved "https://registry.yarnpkg.com/json-buffer/-/json-buffer-3.0.1.tgz#9338802a30d3b6605fbe0613e094008ca8c05a13"
|
||||
integrity sha512-4bV5BfR2mqfQTJm+V5tPPdf+ZpuhiIvTuAB5g8kcrXOZpTT/QwwVRWBywX1ozr6lEuPdbHxwaJlm9G6mI2sfSQ==
|
||||
|
||||
json-schema-traverse@^0.4.1:
|
||||
version "0.4.1"
|
||||
resolved "https://registry.yarnpkg.com/json-schema-traverse/-/json-schema-traverse-0.4.1.tgz#69f6a87d9513ab8bb8fe63bdb0979c448e684660"
|
||||
@@ -1419,12 +1469,12 @@ json5@^1.0.2:
|
||||
dependencies:
|
||||
minimist "^1.2.0"
|
||||
|
||||
keyv@^4.5.4:
|
||||
version "4.5.4"
|
||||
resolved "https://registry.yarnpkg.com/keyv/-/keyv-4.5.4.tgz#a879a99e29452f942439f2a405e3af8b31d4de93"
|
||||
integrity sha512-oxVHkHR/EJf2CNXnWxRLW6mg7JyCCUcG0DtEGmL2ctUo1PNTin1PUil+r/+4r5MpVgC/fn1kjsx7mjSujKqIpw==
|
||||
keyv@^5.6.0:
|
||||
version "5.6.0"
|
||||
resolved "https://registry.yarnpkg.com/keyv/-/keyv-5.6.0.tgz#03044074c6b4d072d0a62c7b9fa649537baf0105"
|
||||
integrity sha512-CYDD3SOtsHtyXeEORYRx2qBtpDJFjRTGXUtmNEMGyzYOKj1TE3tycdlho7kA1Ufx9OYWZzg52QFBGALTirzDSw==
|
||||
dependencies:
|
||||
json-buffer "3.0.1"
|
||||
"@keyv/serialize" "^1.1.1"
|
||||
|
||||
"langsmith@>=0.5.0 <1.0.0":
|
||||
version "0.7.1"
|
||||
@@ -1657,16 +1707,23 @@ prettier-linter-helpers@^1.0.1:
|
||||
dependencies:
|
||||
fast-diff "^1.1.2"
|
||||
|
||||
prettier@^3.9.6:
|
||||
version "3.9.6"
|
||||
resolved "https://registry.yarnpkg.com/prettier/-/prettier-3.9.6.tgz#b3ea5146515d40fc53f18aa63f74dfab1e10dbf6"
|
||||
integrity sha512-OpN0zzVdiaiAhxpuuj5efpIS4sY9j7bY6uR5mnj5yPzGkdkjNKSJeUThPb60Jw29QuAZgA4o+/iB49kFiaBX6g==
|
||||
prettier@^3.9.9:
|
||||
version "3.9.9"
|
||||
resolved "https://registry.yarnpkg.com/prettier/-/prettier-3.9.9.tgz#09b826918c91cd4cbc80e0cbd1d2a922ff04f233"
|
||||
integrity sha512-Z/CJHIkdujO/OtN7nXUii0Rf3VT5SRuhjBA82Xvu2XhBUgX3nhP67T0LHceBdQLex7OOFGTox+Q5Yg8Jk2Qivg==
|
||||
|
||||
punycode@^2.1.0:
|
||||
version "2.3.1"
|
||||
resolved "https://registry.yarnpkg.com/punycode/-/punycode-2.3.1.tgz#027422e2faec0b25e1549c3e1bd8309b9133b6e5"
|
||||
integrity sha512-vYt7UD1U9Wg6138shLtLOvdAu+8DsC/ilFtEVHcH+wydcSpNE20AfSOduf6MkRFahL5FY7X1oU7nKVZFtfq8Fg==
|
||||
|
||||
qified@^0.10.1:
|
||||
version "0.10.1"
|
||||
resolved "https://registry.yarnpkg.com/qified/-/qified-0.10.1.tgz#0640bf21bbe6ca540db290ad8f5fde4d870b8bda"
|
||||
integrity sha512-+Owyggi9IxT1ePKGafcI87ubSmxol6smwJ+RAHDQlx9+9cPwFWDiKFFCPuWhr9ignlGpZ9vDQLw67N4dcTVFEA==
|
||||
dependencies:
|
||||
hookified "^2.1.1"
|
||||
|
||||
reflect.getprototypeof@^1.0.6, reflect.getprototypeof@^1.0.9:
|
||||
version "1.0.10"
|
||||
resolved "https://registry.yarnpkg.com/reflect.getprototypeof/-/reflect.getprototypeof-1.0.10.tgz#c629219e78a3316d8b604c765ef68996964e7bf9"
|
||||
@@ -1913,17 +1970,17 @@ tsconfig-paths@^3.15.0:
|
||||
minimist "^1.2.6"
|
||||
strip-bom "^3.0.0"
|
||||
|
||||
turbo@^2.10.12:
|
||||
version "2.10.12"
|
||||
resolved "https://registry.yarnpkg.com/turbo/-/turbo-2.10.12.tgz#22f552bd88182d58365960a02e5f45e628fb965b"
|
||||
integrity sha512-AswgMPnpOoaVZHrrSBejETzEbuIA69OVGwfkHwfrY0A23VjWXBANzgq9+OymWOHAIArB7D1+1z498WY8fGg1Jw==
|
||||
turbo@^2.11.5:
|
||||
version "2.11.5"
|
||||
resolved "https://registry.yarnpkg.com/turbo/-/turbo-2.11.5.tgz#e7223abd0555b978d3efe1b00ea9a98f43afb7ab"
|
||||
integrity sha512-qLXheqz3TUvJpHIV6MUBwkNkvwKxMVG/QsimyiKT9DfNWPHJ294G/i5nDaH+fbHJt3UH7orubNNxAqYkbUNGAQ==
|
||||
optionalDependencies:
|
||||
"@turbo/darwin-64" "2.10.12"
|
||||
"@turbo/darwin-arm64" "2.10.12"
|
||||
"@turbo/linux-64" "2.10.12"
|
||||
"@turbo/linux-arm64" "2.10.12"
|
||||
"@turbo/windows-64" "2.10.12"
|
||||
"@turbo/windows-arm64" "2.10.12"
|
||||
"@turbo/darwin-64" "2.11.5"
|
||||
"@turbo/darwin-arm64" "2.11.5"
|
||||
"@turbo/linux-64" "2.11.5"
|
||||
"@turbo/linux-arm64" "2.11.5"
|
||||
"@turbo/windows-64" "2.11.5"
|
||||
"@turbo/windows-arm64" "2.11.5"
|
||||
|
||||
type-check@^0.4.0, type-check@~0.4.0:
|
||||
version "0.4.0"
|
||||
|
||||
Generated
+53
-54
@@ -678,7 +678,7 @@ wheels = [
|
||||
|
||||
[[package]]
|
||||
name = "hatch"
|
||||
version = "1.18.0"
|
||||
version = "1.18.1"
|
||||
source = { registry = "https://pypi.org/simple" }
|
||||
dependencies = [
|
||||
{ name = "backports-zstd", marker = "python_full_version < '3.14'" },
|
||||
@@ -701,9 +701,9 @@ dependencies = [
|
||||
{ name = "uv" },
|
||||
{ name = "virtualenv" },
|
||||
]
|
||||
sdist = { url = "https://files.pythonhosted.org/packages/10/fd/634c575b5becad2dfa7135f3ad66d57102cd77d834cf473756d868a808ff/hatch-1.18.0.tar.gz", hash = "sha256:463d214cb068391454be198e58d3cc0846f71e39d68c5568ba650af7781e8ae3", size = 5275084, upload-time = "2026-08-11T05:06:41.513Z" }
|
||||
sdist = { url = "https://files.pythonhosted.org/packages/91/81/a5a77aaa23df824562d50ad25eeb52ae6446924d0dc68c7c19ed6d8b171f/hatch-1.18.1.tar.gz", hash = "sha256:222fff78e197cf12a39db7efe5318ca403f2614db213416fd106a6c3260ef221", size = 5277846, upload-time = "2026-09-16T16:56:20.886Z" }
|
||||
wheels = [
|
||||
{ url = "https://files.pythonhosted.org/packages/fd/b1/d14265cb26c57af1485c01fd95037a35f13748b718617405cdefc6150429/hatch-1.18.0-py3-none-any.whl", hash = "sha256:75874c0905fe76b44fd39585c49bc9bd2b9fee638abb11f1f3d087042e7f9122", size = 171310, upload-time = "2026-08-11T05:06:39.807Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/04/a0/dc90fbe25bca29154d5926e1c96385d1c7a6feb120fa2c1b3e6098ad4d23/hatch-1.18.1-py3-none-any.whl", hash = "sha256:f005959995df45e5f5dd27c862dd77ce07e24e7f06aa8e51cbba2a40bac33a40", size = 172336, upload-time = "2026-09-16T16:56:19.332Z" },
|
||||
]
|
||||
|
||||
[[package]]
|
||||
@@ -1207,7 +1207,7 @@ wheels = [
|
||||
|
||||
[[package]]
|
||||
name = "langgraph-sdk"
|
||||
version = "0.4.4"
|
||||
version = "0.4.5"
|
||||
source = { registry = "https://pypi.org/simple" }
|
||||
dependencies = [
|
||||
{ name = "httpx" },
|
||||
@@ -1216,9 +1216,9 @@ dependencies = [
|
||||
{ name = "orjson" },
|
||||
{ name = "websockets" },
|
||||
]
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elif cast(str | None, format):
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raise ValueError(msg)
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else:
|
||||
|
||||
@@ -8,13 +8,15 @@ from typing import Any, cast
|
||||
from langchain_core.runnables import RunnableConfig
|
||||
from langgraph.checkpoint.base import (
|
||||
BaseCheckpointSaver,
|
||||
ChannelVersions,
|
||||
Checkpoint,
|
||||
PendingWrite,
|
||||
)
|
||||
from langgraph.checkpoint.base.id import uuid6
|
||||
from langgraph.checkpoint.serde.types import _DeltaSnapshot
|
||||
|
||||
from langgraph._internal._config import DELTA_MAX_SUPERSTEPS_SINCE_SNAPSHOT
|
||||
from langgraph._internal._constants import PUSH
|
||||
from langgraph._internal._constants import NS_END, NS_SEP, PUSH, SNAPSHOT_BUMPS
|
||||
from langgraph._internal._typing import MISSING
|
||||
from langgraph.channels.base import BaseChannel
|
||||
from langgraph.channels.delta import DeltaChannel
|
||||
@@ -50,17 +52,23 @@ def exit_delta_task_id(step: int, task_id: str) -> str:
|
||||
def delta_channels_to_snapshot(
|
||||
channels: Mapping[str, BaseChannel],
|
||||
counters_since_delta_snapshot: Mapping[str, tuple[int, int]],
|
||||
channel_versions: ChannelVersions,
|
||||
) -> set[str]:
|
||||
"""Return the set of DeltaChannel names that should snapshot now.
|
||||
|
||||
A channel snapshots when EITHER its accumulated update count reaches
|
||||
`snapshot_frequency` OR the total supersteps since its last snapshot
|
||||
reaches `DELTA_MAX_SUPERSTEPS_SINCE_SNAPSHOT`. This is a pure
|
||||
predicate — no mutation.
|
||||
reaches `DELTA_MAX_SUPERSTEPS_SINCE_SNAPSHOT`. A channel without a version
|
||||
was never written on this branch, so it has nothing to snapshot. This is a
|
||||
pure predicate — no mutation.
|
||||
"""
|
||||
result: set[str] = set()
|
||||
for name, ch in channels.items():
|
||||
if not isinstance(ch, DeltaChannel) or not ch.is_available():
|
||||
if (
|
||||
not isinstance(ch, DeltaChannel)
|
||||
or not ch.is_available()
|
||||
or name not in channel_versions
|
||||
):
|
||||
continue
|
||||
updates, supersteps = counters_since_delta_snapshot.get(name, (0, 0))
|
||||
if (
|
||||
@@ -80,12 +88,31 @@ def get_updated_channels_from_tasks(
|
||||
|
||||
def get_delta_channels_from_all_channels(
|
||||
channels: Mapping[str, BaseChannel],
|
||||
channel_versions: ChannelVersions,
|
||||
) -> set[str]:
|
||||
"""DeltaChannels to snapshot on the first update_state of a fresh thread."""
|
||||
"""DeltaChannels to snapshot on the first update_state of a fresh thread:
|
||||
the ones it wrote, as the rest have no version and nothing to store."""
|
||||
return {
|
||||
k
|
||||
for k, ch in channels.items()
|
||||
if isinstance(ch, DeltaChannel) and ch.is_available()
|
||||
if isinstance(ch, DeltaChannel) and ch.is_available() and k in channel_versions
|
||||
}
|
||||
|
||||
|
||||
def delta_channels_with_pending_writes(
|
||||
specs: Mapping[str, Any],
|
||||
pending_writes: Iterable[PendingWrite] | None,
|
||||
) -> set[str]:
|
||||
"""DeltaChannels a branch starting from this checkpoint must snapshot.
|
||||
|
||||
A checkpoint's pending writes belong to the child that consumed them, and
|
||||
nothing records which child that was. A new branch snapshots every delta
|
||||
channel they touch, so its ancestor walk never replays them.
|
||||
"""
|
||||
return {
|
||||
ch
|
||||
for _, ch, _ in pending_writes or ()
|
||||
if isinstance(specs.get(ch), DeltaChannel)
|
||||
}
|
||||
|
||||
|
||||
@@ -122,6 +149,8 @@ def create_checkpoint_plan_for_update_state_api(
|
||||
parents: dict[str, Any],
|
||||
saved_metadata: Mapping[str, Any] | None,
|
||||
is_fresh_thread: bool,
|
||||
fork_channels: set[str],
|
||||
channel_versions: ChannelVersions,
|
||||
) -> tuple[set[str], dict[str, Any]]:
|
||||
"""Return ``(channels_to_snapshot, metadata)`` for an update_state head."""
|
||||
metadata: dict[str, Any] = {
|
||||
@@ -130,14 +159,19 @@ def create_checkpoint_plan_for_update_state_api(
|
||||
"parents": parents,
|
||||
}
|
||||
if is_fresh_thread:
|
||||
return get_delta_channels_from_all_channels(channels), metadata
|
||||
return get_delta_channels_from_all_channels(
|
||||
channels, channel_versions
|
||||
), metadata
|
||||
|
||||
new_counters = create_metadata_for_update_state_api(
|
||||
channels,
|
||||
updated_channels,
|
||||
prev_metadata=saved_metadata,
|
||||
)
|
||||
channels_to_snapshot = delta_channels_to_snapshot(channels, new_counters)
|
||||
channels_to_snapshot = (
|
||||
delta_channels_to_snapshot(channels, new_counters, channel_versions)
|
||||
| fork_channels
|
||||
)
|
||||
for k in channels_to_snapshot:
|
||||
new_counters[k] = (0, 0)
|
||||
non_zero = {k: v for k, v in new_counters.items() if v != (0, 0)}
|
||||
@@ -155,6 +189,7 @@ def create_checkpoint(
|
||||
updated_channels: set[str] | None = None,
|
||||
get_next_version: GetNextVersion | None = None,
|
||||
channels_to_snapshot: set[str] | None = None,
|
||||
stored_versions: ChannelVersions | None = None,
|
||||
) -> Checkpoint:
|
||||
"""Build a new Checkpoint from the previous one and live channel state.
|
||||
|
||||
@@ -164,9 +199,14 @@ def create_checkpoint(
|
||||
from `checkpoint_writes`. Callers compute the set via
|
||||
`delta_channels_to_snapshot(channels, counters)`; defaults to empty
|
||||
(no snapshots) when not provided.
|
||||
|
||||
`stored_versions` are the channel versions of the last checkpoint the
|
||||
saver stored. A snapshotted channel whose version has not moved since
|
||||
then is bumped.
|
||||
"""
|
||||
ts = datetime.now(timezone.utc).isoformat()
|
||||
channels_to_snapshot = channels_to_snapshot or set()
|
||||
bumped: dict[str, tuple[Any, Any]] = {}
|
||||
if channels is None:
|
||||
values = checkpoint["channel_values"]
|
||||
channel_versions = checkpoint["channel_versions"]
|
||||
@@ -174,30 +214,29 @@ def create_checkpoint(
|
||||
values = {}
|
||||
channel_versions = dict(checkpoint["channel_versions"])
|
||||
for k in channels:
|
||||
if k not in channel_versions:
|
||||
continue
|
||||
ch = channels[k]
|
||||
if k not in channel_versions:
|
||||
# A forced snapshot of a never-written channel still has to
|
||||
# land to stop the ancestor walk, and `put` only stores blobs
|
||||
# for versioned channels.
|
||||
if k in channels_to_snapshot and get_next_version is not None:
|
||||
channel_versions[k] = get_next_version(None, None)
|
||||
bumped[k] = (None, channel_versions[k])
|
||||
values[k] = _DeltaSnapshot(ch.get())
|
||||
continue
|
||||
if k in channels_to_snapshot:
|
||||
# Callers force a full snapshot blob here: exit mode when a
|
||||
# delta channel reaches its snapshot cadence, and update_state
|
||||
# on a fresh thread (no ancestor to replay writes from). The
|
||||
# manual version-bump below only applies to the exit-mode case.
|
||||
#
|
||||
# In exit mode, the snapshot decision is deferred to exit
|
||||
# time (intermediate steps have do_checkpoint=False). The
|
||||
# channel's count may have reached snapshot_frequency over
|
||||
# several supersteps, but the LAST superstep may not have
|
||||
# written to this channel. In that case apply_writes()
|
||||
# (in _algo.py) didn't bump this channel's version, so
|
||||
# saver.put() wouldn't include it in new_versions and
|
||||
# the snapshot blob would be silently dropped. The manual
|
||||
# bump below closes the gap. In sync/async durability this
|
||||
# branch is effectively dead code (the step that pushes
|
||||
# the count to freq always writes the channel).
|
||||
if get_next_version is not None and (
|
||||
updated_channels is None or k not in updated_channels
|
||||
# `put` only stores a blob for a channel whose version moved,
|
||||
# so snapshotting a channel this step did not write needs a
|
||||
# bump: exit mode reaching the cadence on a superstep that
|
||||
# skipped the channel, and a fork's first checkpoint.
|
||||
if (
|
||||
get_next_version is not None
|
||||
and stored_versions is not None
|
||||
and channel_versions[k] == stored_versions.get(k)
|
||||
):
|
||||
channel_versions[k] = get_next_version(channel_versions[k], None)
|
||||
old = channel_versions[k]
|
||||
channel_versions[k] = get_next_version(old, None)
|
||||
bumped[k] = (old, channel_versions[k])
|
||||
values[k] = _DeltaSnapshot(ch.get())
|
||||
else:
|
||||
v = ch.checkpoint()
|
||||
@@ -209,11 +248,69 @@ def create_checkpoint(
|
||||
id=id or str(uuid6(clock_seq=step)),
|
||||
channel_values=values,
|
||||
channel_versions=channel_versions,
|
||||
versions_seen=checkpoint["versions_seen"],
|
||||
versions_seen=_mark_bumps_seen(checkpoint["versions_seen"], bumped),
|
||||
updated_channels=None if updated_channels is None else sorted(updated_channels),
|
||||
)
|
||||
|
||||
|
||||
def _mark_bumps_seen(
|
||||
versions_seen: dict[str, ChannelVersions],
|
||||
bumped: Mapping[str, tuple[Any, Any]],
|
||||
) -> dict[str, ChannelVersions]:
|
||||
"""Advance whoever had seen a bumped channel's old version to the new one.
|
||||
|
||||
A bump that only stores a snapshot is not a write. Left unseen, it would
|
||||
re-fire `interrupt_before` and rerun the channel's subscribers. For each
|
||||
entry it advances, `SNAPSHOT_BUMPS` keeps the new version and the one the
|
||||
node really read, so `versions_seen_without_bumps` can put the read back.
|
||||
"""
|
||||
if not bumped:
|
||||
return versions_seen
|
||||
out = dict(versions_seen)
|
||||
marks = dict(versions_seen.get(SNAPSHOT_BUMPS, {}))
|
||||
for node, seen in versions_seen.items():
|
||||
if node == SNAPSHOT_BUMPS:
|
||||
continue
|
||||
for k, (old, new) in bumped.items():
|
||||
if seen.get(k) != old:
|
||||
continue
|
||||
advanced, read = _bump_keys(node, k)
|
||||
# If an earlier bump set `old`, the real read is already recorded.
|
||||
if old is not None and marks.get(advanced) != old:
|
||||
marks[read] = old
|
||||
marks[advanced] = new
|
||||
out[node] = {**out[node], k: new}
|
||||
if marks:
|
||||
out[SNAPSHOT_BUMPS] = marks
|
||||
return out
|
||||
|
||||
|
||||
def _bump_keys(node: str, channel: str) -> tuple[str, str]:
|
||||
# Node names can't contain either separator, so the keys can't collide.
|
||||
return f"{node}{NS_SEP}{channel}", f"{node}{NS_END}{channel}"
|
||||
|
||||
|
||||
def versions_seen_without_bumps(
|
||||
versions_seen: dict[str, ChannelVersions],
|
||||
) -> dict[str, ChannelVersions]:
|
||||
"""`versions_seen` as the nodes read it: an entry a bump advanced goes back
|
||||
to the version the node really read, or away if it never read one."""
|
||||
if not (marks := versions_seen.get(SNAPSHOT_BUMPS)):
|
||||
return versions_seen
|
||||
out: dict[str, ChannelVersions] = {}
|
||||
for node, seen in versions_seen.items():
|
||||
if node == SNAPSHOT_BUMPS:
|
||||
continue
|
||||
out[node] = {}
|
||||
for k, v in seen.items():
|
||||
advanced, read = _bump_keys(node, k)
|
||||
if marks.get(advanced) != v:
|
||||
out[node][k] = v
|
||||
elif read in marks:
|
||||
out[node][k] = marks[read]
|
||||
return out
|
||||
|
||||
|
||||
def _needs_replay(spec: BaseChannel, stored: object) -> bool:
|
||||
"""True if `spec` is a `DeltaChannel` and no value is stored at this
|
||||
checkpoint, requiring an ancestor walk to reconstruct.
|
||||
@@ -226,6 +323,20 @@ def _needs_replay(spec: BaseChannel, stored: object) -> bool:
|
||||
return stored is MISSING
|
||||
|
||||
|
||||
def _require_saver_for_history(
|
||||
checkpoint: Checkpoint,
|
||||
delta_channels: list[str],
|
||||
saver: BaseCheckpointSaver | None,
|
||||
config: RunnableConfig | None,
|
||||
) -> None:
|
||||
written = [k for k in delta_channels if k in checkpoint["channel_versions"]]
|
||||
if written and (saver is None or config is None):
|
||||
raise ValueError(
|
||||
f"DeltaChannel {written} has history to replay but no checkpointer "
|
||||
"or config was passed to read it"
|
||||
)
|
||||
|
||||
|
||||
def channels_from_checkpoint(
|
||||
specs: Mapping[str, BaseChannel | ManagedValueSpec],
|
||||
checkpoint: Checkpoint,
|
||||
@@ -256,6 +367,7 @@ def channels_from_checkpoint(
|
||||
for k, spec in channel_specs.items()
|
||||
if _needs_replay(spec, checkpoint["channel_values"].get(k, MISSING))
|
||||
]
|
||||
_require_saver_for_history(checkpoint, delta_channels, saver, config)
|
||||
histories: Mapping[str, Any] = {}
|
||||
if delta_channels and saver is not None and config is not None:
|
||||
histories = saver.get_delta_channel_history(
|
||||
@@ -298,6 +410,7 @@ async def achannels_from_checkpoint(
|
||||
for k, spec in channel_specs.items()
|
||||
if _needs_replay(spec, checkpoint["channel_values"].get(k, MISSING))
|
||||
]
|
||||
_require_saver_for_history(checkpoint, delta_channels, saver, config)
|
||||
histories: Mapping[str, Any] = {}
|
||||
if delta_channels and saver is not None and config is not None:
|
||||
histories = await saver.aget_delta_channel_history(
|
||||
|
||||
@@ -102,6 +102,7 @@ from langgraph.pregel._checkpoint import (
|
||||
copy_checkpoint,
|
||||
create_checkpoint,
|
||||
delta_channels_to_snapshot,
|
||||
delta_channels_with_pending_writes,
|
||||
empty_checkpoint,
|
||||
exit_delta_task_id,
|
||||
)
|
||||
@@ -119,6 +120,7 @@ from langgraph.pregel._io import (
|
||||
)
|
||||
from langgraph.pregel._messages import ensure_message_ids
|
||||
from langgraph.pregel._read import PregelNode
|
||||
from langgraph.pregel._task_status import read_task_statuses
|
||||
from langgraph.pregel._utils import get_new_channel_versions, is_xxh3_128_hexdigest
|
||||
from langgraph.pregel.debug import (
|
||||
map_debug_checkpoint,
|
||||
@@ -222,10 +224,18 @@ class PregelLoop:
|
||||
# under the saver's `ORDER BY task_id, idx` sorting.
|
||||
_exit_delta_writes: list[tuple[int, str, str, Any]] | None = None
|
||||
|
||||
# Delta channels that saw an Overwrite since the last checkpoint. These
|
||||
# channels must snapshot after live update applies overwrite semantics so
|
||||
# sparse replay starts from the same post-overwrite value.
|
||||
_delta_channels_with_overwrite: set[str]
|
||||
# Delta channels that must snapshot at the next checkpoint, whatever their
|
||||
# cadence counters say:
|
||||
# * an Overwrite arrived since the last checkpoint, so sparse replay has to
|
||||
# start from the post-overwrite value;
|
||||
# * the checkpoint this run starts from has pending writes to them; see
|
||||
# `delta_channels_with_pending_writes`.
|
||||
_delta_channels_forced_snapshot: set[str]
|
||||
# Set by `_first` for a resume: the writes it loaded with the checkpoint,
|
||||
# which `after_tick` checks against the ones reapply handed back.
|
||||
_resume_loaded_writes: Sequence[PendingWrite] = ()
|
||||
# Tasks `_reapply_writes_to_succeeded_nodes` handed loaded writes back to.
|
||||
_reapplied_task_ids: set[str]
|
||||
|
||||
# The checkpoint_config that points at the parent loaded at `__enter__`
|
||||
# (or the synthetic-empty checkpoint, on first run). We capture it
|
||||
@@ -581,7 +591,7 @@ class PregelLoop:
|
||||
# save the new task
|
||||
self.tasks[pushed.id] = pushed
|
||||
# match any pending writes to the new task
|
||||
if not self.is_replaying:
|
||||
if self._reapplies_pending_writes:
|
||||
self._reapply_writes_to_succeeded_nodes({pushed.id: pushed})
|
||||
# return the new task, to be started if not run before
|
||||
return pushed
|
||||
@@ -659,7 +669,7 @@ class PregelLoop:
|
||||
return False
|
||||
|
||||
# if there are pending writes from a previous loop, apply them
|
||||
if not self.is_replaying and self.checkpoint_pending_writes:
|
||||
if self._reapplies_pending_writes and self.checkpoint_pending_writes:
|
||||
self._reapply_writes_to_succeeded_nodes(self.tasks)
|
||||
self._resume_error_handlers_if_applicable()
|
||||
|
||||
@@ -683,11 +693,26 @@ class PregelLoop:
|
||||
def after_tick(self) -> None:
|
||||
# finish superstep
|
||||
writes = [w for t in self.tasks.values() for w in t.writes]
|
||||
self._delta_channels_with_overwrite.update(
|
||||
self._delta_channels_forced_snapshot.update(
|
||||
ch
|
||||
for ch, v in writes
|
||||
if isinstance(self.specs.get(ch), DeltaChannel) and _get_overwrite(v)[0]
|
||||
)
|
||||
if self._resume_loaded_writes:
|
||||
# A loaded write reapply didn't hand back belongs to a task this run
|
||||
# drops or reruns: a `Send` that `Command(goto=...)` replaced, or an
|
||||
# error handler that runs again.
|
||||
self._delta_channels_forced_snapshot.update(
|
||||
delta_channels_with_pending_writes(
|
||||
self.specs,
|
||||
[
|
||||
w
|
||||
for w in self._resume_loaded_writes
|
||||
if w[0] not in self._reapplied_task_ids
|
||||
],
|
||||
)
|
||||
)
|
||||
self._resume_loaded_writes = ()
|
||||
# all tasks have finished
|
||||
self.updated_channels = apply_writes(
|
||||
self.checkpoint,
|
||||
@@ -733,20 +758,24 @@ class PregelLoop:
|
||||
|
||||
# private
|
||||
|
||||
@property
|
||||
def _reapplies_pending_writes(self) -> bool:
|
||||
"""Whether the writes loaded with the checkpoint go back to the tasks
|
||||
that made them, instead of those tasks rerunning."""
|
||||
return not self.is_replaying
|
||||
|
||||
def _reapply_writes_to_succeeded_nodes(
|
||||
self, tasks: Mapping[str, PregelExecutableTask]
|
||||
) -> None:
|
||||
"""Restore successful channel writes from checkpoint to in-memory tasks.
|
||||
"""Restore the output of finished tasks from checkpoint to in-memory tasks.
|
||||
|
||||
Skips control signals (ERROR, ERROR_SOURCE_NODE, INTERRUPT, RESUME)
|
||||
so that failed/interrupted tasks remain with empty writes and will be
|
||||
re-executed (or routed to error handlers) by the runner.
|
||||
Unfinished (failed or interrupted) tasks keep empty writes, so the
|
||||
runner re-executes them or routes them to error handlers.
|
||||
"""
|
||||
for tid, k, v in self.checkpoint_pending_writes:
|
||||
if k in (ERROR, ERROR_SOURCE_NODE, INTERRUPT, RESUME):
|
||||
continue
|
||||
for tid, status in read_task_statuses(self.checkpoint_pending_writes).items():
|
||||
if task := tasks.get(tid):
|
||||
task.writes.append((k, v))
|
||||
task.writes.extend(status.output)
|
||||
self._reapplied_task_ids.add(tid)
|
||||
|
||||
def _resume_error_handlers_if_applicable(self) -> None:
|
||||
"""On resume, schedule error handlers for tasks that failed in a prior run.
|
||||
@@ -816,35 +845,13 @@ class PregelLoop:
|
||||
self.tasks[handler_task.id] = handler_task
|
||||
|
||||
def _pending_interrupts(self) -> set[str]:
|
||||
"""Return the set of interrupt ids that are pending without corresponding resume values."""
|
||||
# mapping of task ids to interrupt ids
|
||||
pending_interrupts: dict[str, str] = {}
|
||||
|
||||
# set of resume task ids
|
||||
pending_resumes: set[str] = set()
|
||||
|
||||
for task_id, write_type, value in self.checkpoint_pending_writes:
|
||||
if write_type == INTERRUPT:
|
||||
# interrupts is always a list, but there should only be one element
|
||||
pending_interrupts[task_id] = value[0].id
|
||||
elif write_type == RESUME:
|
||||
pending_resumes.add(task_id)
|
||||
|
||||
resumed_interrupt_ids = {
|
||||
pending_interrupts[task_id]
|
||||
for task_id in pending_resumes
|
||||
if task_id in pending_interrupts
|
||||
"""Return the ids of interrupts that are still waiting for an answer."""
|
||||
return {
|
||||
interrupt.id
|
||||
for status in read_task_statuses(self.checkpoint_pending_writes).values()
|
||||
for interrupt in status.pending_interrupts
|
||||
}
|
||||
|
||||
# Keep only interrupts whose interrupt_id is not resumed
|
||||
hanging_interrupts: set[str] = {
|
||||
interrupt_id
|
||||
for interrupt_id in pending_interrupts.values()
|
||||
if interrupt_id not in resumed_interrupt_ids
|
||||
}
|
||||
|
||||
return hanging_interrupts
|
||||
|
||||
def _first(
|
||||
self, *, input_keys: str | Sequence[str], updated_channels: set[str] | None
|
||||
) -> set[str] | None:
|
||||
@@ -898,6 +905,23 @@ class PregelLoop:
|
||||
self.checkpoint_pending_writes = [
|
||||
w for w in self.checkpoint_pending_writes if w[1] != RESUME
|
||||
]
|
||||
# A resume that reapplies the head's pending writes only learns which
|
||||
# of them go back to their tasks once those are scheduled, so
|
||||
# `after_tick` seals the rest. Kept apart from the writes this run adds.
|
||||
reapplies = is_resuming and self._reapplies_pending_writes
|
||||
self._resume_loaded_writes = (
|
||||
[w for w in self.checkpoint_pending_writes if w[0] != NULL_TASK_ID]
|
||||
if reapplies
|
||||
else ()
|
||||
)
|
||||
self._reapplied_task_ids = set()
|
||||
self._delta_channels_forced_snapshot = (
|
||||
set()
|
||||
if reapplies
|
||||
else delta_channels_with_pending_writes(
|
||||
self.specs, self.checkpoint_pending_writes
|
||||
)
|
||||
)
|
||||
|
||||
# map command to writes
|
||||
if input_is_command:
|
||||
@@ -991,7 +1015,7 @@ class PregelLoop:
|
||||
manager=None,
|
||||
updated_channels=updated_channels,
|
||||
)
|
||||
self._delta_channels_with_overwrite.update(
|
||||
self._delta_channels_forced_snapshot.update(
|
||||
c
|
||||
for c, v in input_writes
|
||||
if isinstance(self.specs.get(c), DeltaChannel) and _get_overwrite(v)[0]
|
||||
@@ -1135,8 +1159,10 @@ class PregelLoop:
|
||||
)
|
||||
# create new checkpoint
|
||||
channels_to_snapshot = (
|
||||
delta_channels_to_snapshot(self.channels, new_counters)
|
||||
| self._delta_channels_with_overwrite
|
||||
delta_channels_to_snapshot(
|
||||
self.channels, new_counters, self.checkpoint["channel_versions"]
|
||||
)
|
||||
| self._delta_channels_forced_snapshot
|
||||
if do_checkpoint
|
||||
else set()
|
||||
)
|
||||
@@ -1150,11 +1176,12 @@ class PregelLoop:
|
||||
if do_checkpoint
|
||||
else None,
|
||||
channels_to_snapshot=channels_to_snapshot,
|
||||
stored_versions=self.checkpoint_previous_versions,
|
||||
)
|
||||
for k in channels_to_snapshot:
|
||||
new_counters[k] = (0, 0)
|
||||
if do_checkpoint:
|
||||
self._delta_channels_with_overwrite.difference_update(channels_to_snapshot)
|
||||
self._delta_channels_forced_snapshot.difference_update(channels_to_snapshot)
|
||||
non_zero = {k: v for k, v in new_counters.items() if v != (0, 0)}
|
||||
if non_zero:
|
||||
self.checkpoint_metadata["counters_since_delta_snapshot"] = non_zero
|
||||
@@ -1238,8 +1265,10 @@ class PregelLoop:
|
||||
self.checkpoint_metadata.get("counters_since_delta_snapshot") or {}
|
||||
)
|
||||
channels_to_snapshot = (
|
||||
delta_channels_to_snapshot(self.channels, counters)
|
||||
| self._delta_channels_with_overwrite
|
||||
delta_channels_to_snapshot(
|
||||
self.channels, counters, self.checkpoint["channel_versions"]
|
||||
)
|
||||
| self._delta_channels_forced_snapshot
|
||||
)
|
||||
|
||||
pending = [
|
||||
@@ -1600,7 +1629,7 @@ class SyncPregelLoop(PregelLoop, AbstractContextManager):
|
||||
if handler_task is None:
|
||||
return None
|
||||
self.tasks[handler_task.id] = handler_task
|
||||
if not self.is_replaying:
|
||||
if self._reapplies_pending_writes:
|
||||
self._reapply_writes_to_succeeded_nodes({handler_task.id: handler_task})
|
||||
for task in self.match_cached_writes():
|
||||
self.output_writes(task.id, task.writes, cached=True)
|
||||
@@ -1684,7 +1713,6 @@ class SyncPregelLoop(PregelLoop, AbstractContextManager):
|
||||
)
|
||||
self._delta_write_futs = []
|
||||
self._error_handler_write_futs = []
|
||||
self._delta_channels_with_overwrite = set()
|
||||
self._exit_delta_writes = (
|
||||
[] if self.durability == "exit" and self.checkpointer is not None else None
|
||||
)
|
||||
@@ -1855,7 +1883,7 @@ class AsyncPregelLoop(PregelLoop, AbstractAsyncContextManager):
|
||||
if handler_task is None:
|
||||
return None
|
||||
self.tasks[handler_task.id] = handler_task
|
||||
if not self.is_replaying:
|
||||
if self._reapplies_pending_writes:
|
||||
self._reapply_writes_to_succeeded_nodes({handler_task.id: handler_task})
|
||||
for task in await self.amatch_cached_writes():
|
||||
self.output_writes(task.id, task.writes, cached=True)
|
||||
@@ -1942,7 +1970,6 @@ class AsyncPregelLoop(PregelLoop, AbstractAsyncContextManager):
|
||||
)
|
||||
self._delta_write_futs = []
|
||||
self._error_handler_write_futs = []
|
||||
self._delta_channels_with_overwrite = set()
|
||||
self._exit_delta_writes = (
|
||||
[] if self.durability == "exit" and self.checkpointer is not None else None
|
||||
)
|
||||
|
||||
@@ -45,6 +45,7 @@ from langgraph.errors import GraphBubbleUp, GraphInterrupt
|
||||
from langgraph.pregel._algo import Call
|
||||
from langgraph.pregel._executor import Submit
|
||||
from langgraph.pregel._retry import arun_with_retry, run_with_retry
|
||||
from langgraph.pregel._task_status import CONTROL_WRITES
|
||||
from langgraph.types import (
|
||||
CachePolicy,
|
||||
PregelExecutableTask,
|
||||
@@ -606,8 +607,9 @@ class PregelRunner:
|
||||
task.config is None or TAG_HIDDEN not in task.config.get("tags", [])
|
||||
):
|
||||
self.node_finished(task.name)
|
||||
if not task.writes:
|
||||
# add no writes marker
|
||||
if all(chan in CONTROL_WRITES for chan, _ in task.writes):
|
||||
# record that the task finished, even if it produced no output
|
||||
# (see `langgraph.pregel._task_status`)
|
||||
task.writes.append((NO_WRITES, None))
|
||||
# save task writes to checkpointer
|
||||
self.put_writes()(task.id, task.writes) # type: ignore[misc]
|
||||
|
||||
@@ -0,0 +1,129 @@
|
||||
"""Read the status of each task from the writes recorded for a superstep.
|
||||
|
||||
While a superstep is open, the checkpointer keeps a log of writes for each
|
||||
task in that step. Entries are added as tasks run and are only discarded when
|
||||
the whole superstep finishes and a new checkpoint is saved. When a task runs
|
||||
again, for example after being resumed, its earlier entries stay in the log.
|
||||
|
||||
This module is the single place that turns that log into task status. Code that
|
||||
needs to know whether a task finished, which interrupts it raised, which of them
|
||||
are still waiting for an answer, or which output it produced must use
|
||||
`read_task_statuses` instead of inspecting the writes directly.
|
||||
|
||||
The log uses two kinds of writes:
|
||||
|
||||
- Control writes describe what happened to a task: `INTERRUPT` (the task asked
|
||||
a question), `RESUME` (answers the task has received), `ERROR`, and
|
||||
`ERROR_SOURCE_NODE`. `INTERRUPT`, `RESUME` and `ERROR` each have a fixed slot
|
||||
per task (`WRITES_IDX_MAP`), so a newer write of the same kind can replace an
|
||||
older one.
|
||||
- Every other write is output: channel writes, `RETURN` for functional tasks,
|
||||
and the `NO_WRITES` marker.
|
||||
|
||||
The rules are:
|
||||
|
||||
1. When a task that ran finishes successfully, `PregelRunner.commit` records at
|
||||
least one output write, adding `NO_WRITES` if the task produced no other
|
||||
output.
|
||||
2. A task that pauses at an interrupt records only control writes.
|
||||
3. A task is therefore treated as finished if and only if it has an output
|
||||
write.
|
||||
4. Because `INTERRUPT` is stored in a fixed slot, its recorded value is the most
|
||||
recent question the task asked. That question is waiting for an answer only
|
||||
while the task is unfinished.
|
||||
|
||||
A `RESUME` write never means a task is finished: it can hold the answer to an
|
||||
earlier question while the task waits on a later one.
|
||||
|
||||
What these rules cannot see:
|
||||
|
||||
- A task whose result came from the cache does not go through
|
||||
`PregelRunner.commit`, so nothing is recorded for it. It reads as not
|
||||
finished.
|
||||
- A task that fails can record partial output writes along with its error. It
|
||||
reads as finished, which is how the executor has always treated it.
|
||||
- Writes recorded before rule 1 existed may describe a finished task with no
|
||||
output using only control writes. Those tasks read as unfinished. The
|
||||
executor treated them the same way before and runs them again. Their last
|
||||
interrupt now counts as pending, so they appear in `next` and a resume
|
||||
without an interrupt id raises if another interrupt is also pending.
|
||||
"""
|
||||
|
||||
from __future__ import annotations
|
||||
|
||||
from collections.abc import Iterable, Sequence
|
||||
from dataclasses import dataclass
|
||||
from typing import Any
|
||||
|
||||
from langgraph.checkpoint.base import PendingWrite
|
||||
|
||||
from langgraph._internal._constants import (
|
||||
ERROR,
|
||||
ERROR_SOURCE_NODE,
|
||||
INTERRUPT,
|
||||
NULL_TASK_ID,
|
||||
RESUME,
|
||||
)
|
||||
from langgraph.types import Interrupt
|
||||
|
||||
__all__ = ("CONTROL_WRITES", "TaskStatus", "read_task_statuses")
|
||||
|
||||
CONTROL_WRITES = frozenset((ERROR, ERROR_SOURCE_NODE, INTERRUPT, RESUME))
|
||||
"""Channels that describe what happened to a task rather than what it produced."""
|
||||
|
||||
|
||||
@dataclass(frozen=True, slots=True)
|
||||
class TaskStatus:
|
||||
"""The status of one task, read from the writes recorded for its superstep."""
|
||||
|
||||
output: tuple[tuple[str, Any], ...] = ()
|
||||
"""Output writes in recorded order. Empty if the task has not finished."""
|
||||
|
||||
interrupts: tuple[Interrupt, ...] = ()
|
||||
"""The most recent interrupts the task raised, whether or not they were answered."""
|
||||
|
||||
error: BaseException | None = None
|
||||
"""The recorded error, if any."""
|
||||
|
||||
@property
|
||||
def finished(self) -> bool:
|
||||
"""Whether the task ran to completion."""
|
||||
return bool(self.output)
|
||||
|
||||
@property
|
||||
def pending_interrupts(self) -> tuple[Interrupt, ...]:
|
||||
"""Interrupts waiting for an answer. Always empty for a finished task."""
|
||||
return () if self.finished else self.interrupts
|
||||
|
||||
|
||||
def read_task_statuses(
|
||||
pending_writes: Iterable[PendingWrite],
|
||||
) -> dict[str, TaskStatus]:
|
||||
"""Return the status of every task that has recorded writes, keyed by task id.
|
||||
|
||||
Writes from `NULL_TASK_ID` are input to the superstep, not task activity, so
|
||||
they are not included.
|
||||
"""
|
||||
output: dict[str, list[tuple[str, Any]]] = {}
|
||||
interrupts: dict[str, list[Interrupt]] = {}
|
||||
errors: dict[str, BaseException] = {}
|
||||
for task_id, channel, value in pending_writes:
|
||||
if task_id == NULL_TASK_ID:
|
||||
continue
|
||||
output.setdefault(task_id, [])
|
||||
if channel == INTERRUPT:
|
||||
interrupts.setdefault(task_id, []).extend(
|
||||
value if isinstance(value, Sequence) else [value]
|
||||
)
|
||||
elif channel == ERROR:
|
||||
errors.setdefault(task_id, value)
|
||||
elif channel not in CONTROL_WRITES:
|
||||
output[task_id].append((channel, value))
|
||||
return {
|
||||
task_id: TaskStatus(
|
||||
output=tuple(task_output),
|
||||
interrupts=tuple(interrupts.get(task_id, ())),
|
||||
error=errors.get(task_id),
|
||||
)
|
||||
for task_id, task_output in output.items()
|
||||
}
|
||||
@@ -26,6 +26,7 @@ from langgraph._internal._typing import MISSING
|
||||
from langgraph.channels.base import BaseChannel
|
||||
from langgraph.constants import TAG_HIDDEN
|
||||
from langgraph.pregel._io import read_channels
|
||||
from langgraph.pregel._task_status import TaskStatus, read_task_statuses
|
||||
from langgraph.types import (
|
||||
CheckpointPayload,
|
||||
PregelExecutableTask,
|
||||
@@ -37,6 +38,8 @@ from langgraph.types import (
|
||||
|
||||
TASK_NAMESPACE = UUID("6ba7b831-9dad-11d1-80b4-00c04fd430c8")
|
||||
|
||||
_NOT_STARTED = TaskStatus()
|
||||
|
||||
|
||||
def map_debug_tasks(tasks: Iterable[PregelExecutableTask]) -> Iterator[TaskPayload]:
|
||||
"""Produce "task" events for stream_mode=debug."""
|
||||
@@ -211,35 +214,21 @@ def tasks_w_writes(
|
||||
pending_writes: list[PendingWrite] | None,
|
||||
states: dict[str, RunnableConfig | StateSnapshot] | None,
|
||||
output_keys: str | Sequence[str],
|
||||
*,
|
||||
live: bool = False,
|
||||
) -> tuple[PregelTask, ...]:
|
||||
"""Apply writes / subgraph states to tasks to be returned in a StateSnapshot."""
|
||||
pending_writes = pending_writes or []
|
||||
"""Apply writes / subgraph states to tasks to be returned in a StateSnapshot.
|
||||
|
||||
With `live=True`, tasks report only the interrupts still waiting for an
|
||||
answer, as of the most recent writes. Otherwise tasks report the interrupts
|
||||
they raised in the step, including answered ones, as a record of the step.
|
||||
"""
|
||||
statuses = read_task_statuses(pending_writes or [])
|
||||
out: list[PregelTask] = []
|
||||
for task in tasks:
|
||||
rtn = next(
|
||||
(
|
||||
val
|
||||
for tid, chan, val in pending_writes
|
||||
if tid == task.id and chan == RETURN
|
||||
),
|
||||
MISSING,
|
||||
)
|
||||
task_error = next(
|
||||
(exc for tid, n, exc in pending_writes if tid == task.id and n == ERROR),
|
||||
None,
|
||||
)
|
||||
task_interrupts = tuple(
|
||||
v
|
||||
for tid, n, vv in pending_writes
|
||||
if tid == task.id and n == INTERRUPT
|
||||
for v in (vv if isinstance(vv, Sequence) else [vv])
|
||||
)
|
||||
|
||||
task_writes = [
|
||||
(chan, val)
|
||||
for tid, chan, val in pending_writes
|
||||
if tid == task.id and chan not in (ERROR, INTERRUPT, RETURN)
|
||||
]
|
||||
status = statuses.get(task.id, _NOT_STARTED)
|
||||
rtn = next((val for chan, val in status.output if chan == RETURN), MISSING)
|
||||
task_writes = [(chan, val) for chan, val in status.output if chan != RETURN]
|
||||
|
||||
if rtn is not MISSING:
|
||||
task_result = rtn
|
||||
@@ -261,19 +250,15 @@ def tasks_w_writes(
|
||||
mapped_writes = map_task_result_writes(filtered_writes)
|
||||
task_result = mapped_writes if filtered_writes else {}
|
||||
|
||||
has_writes = rtn is not MISSING or any(
|
||||
w[0] == task.id and w[1] not in (ERROR, INTERRUPT) for w in pending_writes
|
||||
)
|
||||
|
||||
out.append(
|
||||
PregelTask(
|
||||
task.id,
|
||||
task.name,
|
||||
task.path,
|
||||
task_error,
|
||||
task_interrupts,
|
||||
status.error,
|
||||
status.pending_interrupts if live else status.interrupts,
|
||||
states.get(task.id) if states else None,
|
||||
task_result if has_writes else None,
|
||||
task_result if status.finished else None,
|
||||
)
|
||||
)
|
||||
return tuple(out)
|
||||
|
||||
@@ -46,6 +46,7 @@ from langchain_core.runnables.schema import StreamEvent
|
||||
from langgraph.cache.base import BaseCache
|
||||
from langgraph.checkpoint.base import (
|
||||
BaseCheckpointSaver,
|
||||
ChannelVersions,
|
||||
Checkpoint,
|
||||
CheckpointTuple,
|
||||
)
|
||||
@@ -79,7 +80,6 @@ from langgraph._internal._constants import (
|
||||
CONFIG_KEY_STREAM_MESSAGES_V2,
|
||||
CONFIG_KEY_TASK_ID,
|
||||
CONFIG_KEY_THREAD_ID,
|
||||
ERROR,
|
||||
INPUT,
|
||||
INTERRUPT,
|
||||
NS_END,
|
||||
@@ -133,8 +133,10 @@ from langgraph.pregel._checkpoint import (
|
||||
copy_checkpoint,
|
||||
create_checkpoint,
|
||||
create_checkpoint_plan_for_update_state_api,
|
||||
delta_channels_with_pending_writes,
|
||||
empty_checkpoint,
|
||||
get_updated_channels_from_tasks,
|
||||
versions_seen_without_bumps,
|
||||
)
|
||||
from langgraph.pregel._draw import draw_graph
|
||||
from langgraph.pregel._io import map_input, read_channels
|
||||
@@ -149,6 +151,7 @@ from langgraph.pregel._messages import (
|
||||
from langgraph.pregel._read import DEFAULT_BOUND, PregelNode
|
||||
from langgraph.pregel._retry import RetryPolicy
|
||||
from langgraph.pregel._runner import PregelRunner
|
||||
from langgraph.pregel._task_status import read_task_statuses
|
||||
from langgraph.pregel._tools import StreamToolCallHandler
|
||||
from langgraph.pregel._utils import (
|
||||
get_new_channel_versions,
|
||||
@@ -835,6 +838,64 @@ class Pregel(
|
||||
if auto_validate:
|
||||
self.validate()
|
||||
|
||||
def _resolve_checkpointer(
|
||||
self, config: RunnableConfig
|
||||
) -> BaseCheckpointSaver | None:
|
||||
"""The saver runs and state methods use: none for `checkpointer=False`,
|
||||
else the one a parent lends a subgraph through the config, else this
|
||||
graph's own."""
|
||||
if self.checkpointer is False:
|
||||
return None
|
||||
conf = config.get(CONF, {})
|
||||
if CONFIG_KEY_CHECKPOINTER in conf:
|
||||
checkpointer = conf[CONFIG_KEY_CHECKPOINTER]
|
||||
elif self.checkpointer is True:
|
||||
raise RuntimeError("checkpointer=True cannot be used for root graphs.")
|
||||
else:
|
||||
checkpointer = self.checkpointer
|
||||
if isinstance(checkpointer, BaseCheckpointSaver):
|
||||
checkpointer = self._apply_checkpointer_allowlist(checkpointer)
|
||||
return checkpointer
|
||||
|
||||
def _state_checkpointer(self, config: RunnableConfig) -> BaseCheckpointSaver:
|
||||
checkpointer = self._resolve_checkpointer(ensure_config(config))
|
||||
if not isinstance(checkpointer, BaseCheckpointSaver):
|
||||
raise ValueError("No checkpointer set")
|
||||
return checkpointer
|
||||
|
||||
def _own_checkpoint_config(self, config: RunnableConfig) -> RunnableConfig:
|
||||
"""A `checkpointer=True` subgraph keeps one history per thread, stored
|
||||
under its namespace with the task ids removed."""
|
||||
if self.checkpointer is not True:
|
||||
return config
|
||||
ns = config[CONF].get(CONFIG_KEY_CHECKPOINT_NS, "")
|
||||
# Unlike `recast_checkpoint_ns`, keep the numeric parts: a task that
|
||||
# calls the same subgraph again stores that call's history under one.
|
||||
return patch_configurable(
|
||||
config,
|
||||
{
|
||||
CONFIG_KEY_CHECKPOINT_NS: NS_SEP.join(
|
||||
part.split(NS_END)[0] for part in ns.split(NS_SEP)
|
||||
)
|
||||
},
|
||||
)
|
||||
|
||||
def _subgraph_for_namespace(
|
||||
self, config: RunnableConfig, checkpointer: BaseCheckpointSaver
|
||||
) -> tuple[PregelProtocol, RunnableConfig] | None:
|
||||
"""The subgraph a state method's namespaced config addresses, and the
|
||||
config to call it with, lending it `checkpointer`. `None` when the
|
||||
config is for this graph."""
|
||||
checkpoint_ns = config[CONF].get(CONFIG_KEY_CHECKPOINT_NS, "")
|
||||
if not checkpoint_ns or CONFIG_KEY_CHECKPOINTER in config[CONF]:
|
||||
return None
|
||||
recast = recast_checkpoint_ns(checkpoint_ns)
|
||||
for _, pregel in self.get_subgraphs(namespace=recast, recurse=True):
|
||||
return pregel, patch_configurable(
|
||||
config, {CONFIG_KEY_CHECKPOINTER: checkpointer}
|
||||
)
|
||||
raise ValueError(f"Subgraph {recast} not found")
|
||||
|
||||
def _apply_checkpointer_allowlist(
|
||||
self, checkpointer: BaseCheckpointSaver | None
|
||||
) -> BaseCheckpointSaver | None:
|
||||
@@ -1146,9 +1207,19 @@ class Pregel(
|
||||
self,
|
||||
config: RunnableConfig,
|
||||
saved: CheckpointTuple | None,
|
||||
recurse: BaseCheckpointSaver | None = None,
|
||||
apply_pending_writes: bool = False,
|
||||
*,
|
||||
saver: BaseCheckpointSaver,
|
||||
recurse: bool = False,
|
||||
live: bool = False,
|
||||
) -> StateSnapshot:
|
||||
"""Build a `StateSnapshot` from a saved checkpoint and its pending writes.
|
||||
|
||||
With `live=True` the snapshot shows current status: values include the
|
||||
output of tasks that already finished, `next` lists only tasks that still
|
||||
need to run, and `interrupts` lists only questions still waiting for an
|
||||
answer. Otherwise the snapshot is a record of the step: values as of the
|
||||
start of the step, every task in the step, and the interrupts they raised.
|
||||
"""
|
||||
if not saved:
|
||||
return StateSnapshot(
|
||||
values={},
|
||||
@@ -1169,9 +1240,7 @@ class Pregel(
|
||||
channels, managed = channels_from_checkpoint(
|
||||
self.channels,
|
||||
saved.checkpoint,
|
||||
saver=self.checkpointer
|
||||
if isinstance(self.checkpointer, BaseCheckpointSaver)
|
||||
else None,
|
||||
saver=saver,
|
||||
config=saved.config,
|
||||
)
|
||||
# tasks for this checkpoint
|
||||
@@ -1186,11 +1255,7 @@ class Pregel(
|
||||
stop,
|
||||
for_execution=True,
|
||||
store=self.store,
|
||||
checkpointer=(
|
||||
self.checkpointer
|
||||
if isinstance(self.checkpointer, BaseCheckpointSaver)
|
||||
else None
|
||||
),
|
||||
checkpointer=saver,
|
||||
manager=None,
|
||||
)
|
||||
# get the subgraphs
|
||||
@@ -1217,7 +1282,7 @@ class Pregel(
|
||||
# get the state of the subgraph
|
||||
config = {
|
||||
CONF: {
|
||||
CONFIG_KEY_CHECKPOINTER: recurse,
|
||||
CONFIG_KEY_CHECKPOINTER: saver,
|
||||
"thread_id": saved.config[CONF]["thread_id"],
|
||||
CONFIG_KEY_CHECKPOINT_NS: task_ns,
|
||||
}
|
||||
@@ -1236,13 +1301,10 @@ class Pregel(
|
||||
None,
|
||||
self.trigger_to_nodes,
|
||||
)
|
||||
if apply_pending_writes and saved.pending_writes:
|
||||
for tid, k, v in saved.pending_writes:
|
||||
if k in (ERROR, INTERRUPT):
|
||||
continue
|
||||
if tid not in next_tasks:
|
||||
continue
|
||||
next_tasks[tid].writes.append((k, v))
|
||||
if live and saved.pending_writes:
|
||||
for tid, status in read_task_statuses(saved.pending_writes).items():
|
||||
if tid in next_tasks:
|
||||
next_tasks[tid].writes.extend(status.output)
|
||||
if tasks := [t for t in next_tasks.values() if t.writes]:
|
||||
apply_writes(
|
||||
saved.checkpoint, channels, tasks, None, self.trigger_to_nodes
|
||||
@@ -1252,6 +1314,7 @@ class Pregel(
|
||||
saved.pending_writes,
|
||||
task_states,
|
||||
self.stream_channels_asis,
|
||||
live=live,
|
||||
)
|
||||
# assemble the state snapshot
|
||||
return StateSnapshot(
|
||||
@@ -1269,9 +1332,19 @@ class Pregel(
|
||||
self,
|
||||
config: RunnableConfig,
|
||||
saved: CheckpointTuple | None,
|
||||
recurse: BaseCheckpointSaver | None = None,
|
||||
apply_pending_writes: bool = False,
|
||||
*,
|
||||
saver: BaseCheckpointSaver,
|
||||
recurse: bool = False,
|
||||
live: bool = False,
|
||||
) -> StateSnapshot:
|
||||
"""Build a `StateSnapshot` from a saved checkpoint and its pending writes.
|
||||
|
||||
With `live=True` the snapshot shows current status: values include the
|
||||
output of tasks that already finished, `next` lists only tasks that still
|
||||
need to run, and `interrupts` lists only questions still waiting for an
|
||||
answer. Otherwise the snapshot is a record of the step: values as of the
|
||||
start of the step, every task in the step, and the interrupts they raised.
|
||||
"""
|
||||
if not saved:
|
||||
return StateSnapshot(
|
||||
values={},
|
||||
@@ -1292,9 +1365,7 @@ class Pregel(
|
||||
channels, managed = await achannels_from_checkpoint(
|
||||
self.channels,
|
||||
saved.checkpoint,
|
||||
saver=self.checkpointer
|
||||
if isinstance(self.checkpointer, BaseCheckpointSaver)
|
||||
else None,
|
||||
saver=saver,
|
||||
config=saved.config,
|
||||
)
|
||||
# tasks for this checkpoint
|
||||
@@ -1309,11 +1380,7 @@ class Pregel(
|
||||
stop,
|
||||
for_execution=True,
|
||||
store=self.store,
|
||||
checkpointer=(
|
||||
self.checkpointer
|
||||
if isinstance(self.checkpointer, BaseCheckpointSaver)
|
||||
else None
|
||||
),
|
||||
checkpointer=saver,
|
||||
manager=None,
|
||||
)
|
||||
# get the subgraphs
|
||||
@@ -1340,7 +1407,7 @@ class Pregel(
|
||||
# get the state of the subgraph
|
||||
config = {
|
||||
CONF: {
|
||||
CONFIG_KEY_CHECKPOINTER: recurse,
|
||||
CONFIG_KEY_CHECKPOINTER: saver,
|
||||
"thread_id": saved.config[CONF]["thread_id"],
|
||||
CONFIG_KEY_CHECKPOINT_NS: task_ns,
|
||||
}
|
||||
@@ -1359,13 +1426,10 @@ class Pregel(
|
||||
None,
|
||||
self.trigger_to_nodes,
|
||||
)
|
||||
if apply_pending_writes and saved.pending_writes:
|
||||
for tid, k, v in saved.pending_writes:
|
||||
if k in (ERROR, INTERRUPT):
|
||||
continue
|
||||
if tid not in next_tasks:
|
||||
continue
|
||||
next_tasks[tid].writes.append((k, v))
|
||||
if live and saved.pending_writes:
|
||||
for tid, status in read_task_statuses(saved.pending_writes).items():
|
||||
if tid in next_tasks:
|
||||
next_tasks[tid].writes.extend(status.output)
|
||||
if tasks := [t for t in next_tasks.values() if t.writes]:
|
||||
apply_writes(
|
||||
saved.checkpoint, channels, tasks, None, self.trigger_to_nodes
|
||||
@@ -1376,6 +1440,7 @@ class Pregel(
|
||||
saved.pending_writes,
|
||||
task_states,
|
||||
self.stream_channels_asis,
|
||||
live=live,
|
||||
)
|
||||
# assemble the state snapshot
|
||||
return StateSnapshot(
|
||||
@@ -1393,34 +1458,14 @@ class Pregel(
|
||||
self, config: RunnableConfig, *, subgraphs: bool = False
|
||||
) -> StateSnapshot:
|
||||
"""Get the current state of the graph."""
|
||||
checkpointer: BaseCheckpointSaver | None = ensure_config(config)[CONF].get(
|
||||
CONFIG_KEY_CHECKPOINTER, self.checkpointer
|
||||
)
|
||||
if isinstance(checkpointer, BaseCheckpointSaver):
|
||||
checkpointer = self._apply_checkpointer_allowlist(checkpointer)
|
||||
if not checkpointer:
|
||||
raise ValueError("No checkpointer set")
|
||||
checkpointer = self._state_checkpointer(config)
|
||||
|
||||
if (
|
||||
checkpoint_ns := config[CONF].get(CONFIG_KEY_CHECKPOINT_NS, "")
|
||||
) and CONFIG_KEY_CHECKPOINTER not in config[CONF]:
|
||||
# remove task_ids from checkpoint_ns
|
||||
recast = recast_checkpoint_ns(checkpoint_ns)
|
||||
# find the subgraph with the matching name
|
||||
for _, pregel in self.get_subgraphs(namespace=recast, recurse=True):
|
||||
return pregel.get_state(
|
||||
patch_configurable(config, {CONFIG_KEY_CHECKPOINTER: checkpointer}),
|
||||
subgraphs=subgraphs,
|
||||
)
|
||||
else:
|
||||
raise ValueError(f"Subgraph {recast} not found")
|
||||
if subgraph := self._subgraph_for_namespace(config, checkpointer):
|
||||
pregel, subgraph_config = subgraph
|
||||
return pregel.get_state(subgraph_config, subgraphs=subgraphs)
|
||||
|
||||
config = merge_configs(self.config, config) if self.config else config
|
||||
if self.checkpointer is True:
|
||||
ns = cast(str, config[CONF][CONFIG_KEY_CHECKPOINT_NS])
|
||||
config = merge_configs(
|
||||
config, {CONF: {CONFIG_KEY_CHECKPOINT_NS: recast_checkpoint_ns(ns)}}
|
||||
)
|
||||
config = self._own_checkpoint_config(config)
|
||||
thread_id = config[CONF][CONFIG_KEY_THREAD_ID]
|
||||
if not isinstance(thread_id, str):
|
||||
config[CONF][CONFIG_KEY_THREAD_ID] = str(thread_id)
|
||||
@@ -1429,42 +1474,23 @@ class Pregel(
|
||||
return self._prepare_state_snapshot(
|
||||
config,
|
||||
saved,
|
||||
recurse=checkpointer if subgraphs else None,
|
||||
apply_pending_writes=CONFIG_KEY_CHECKPOINT_ID not in config[CONF],
|
||||
saver=checkpointer,
|
||||
recurse=subgraphs,
|
||||
live=CONFIG_KEY_CHECKPOINT_ID not in config[CONF],
|
||||
)
|
||||
|
||||
async def aget_state(
|
||||
self, config: RunnableConfig, *, subgraphs: bool = False
|
||||
) -> StateSnapshot:
|
||||
"""Get the current state of the graph."""
|
||||
checkpointer: BaseCheckpointSaver | None = ensure_config(config)[CONF].get(
|
||||
CONFIG_KEY_CHECKPOINTER, self.checkpointer
|
||||
)
|
||||
if isinstance(checkpointer, BaseCheckpointSaver):
|
||||
checkpointer = self._apply_checkpointer_allowlist(checkpointer)
|
||||
if not checkpointer:
|
||||
raise ValueError("No checkpointer set")
|
||||
checkpointer = self._state_checkpointer(config)
|
||||
|
||||
if (
|
||||
checkpoint_ns := config[CONF].get(CONFIG_KEY_CHECKPOINT_NS, "")
|
||||
) and CONFIG_KEY_CHECKPOINTER not in config[CONF]:
|
||||
# remove task_ids from checkpoint_ns
|
||||
recast = recast_checkpoint_ns(checkpoint_ns)
|
||||
# find the subgraph with the matching name
|
||||
async for _, pregel in self.aget_subgraphs(namespace=recast, recurse=True):
|
||||
return await pregel.aget_state(
|
||||
patch_configurable(config, {CONFIG_KEY_CHECKPOINTER: checkpointer}),
|
||||
subgraphs=subgraphs,
|
||||
)
|
||||
else:
|
||||
raise ValueError(f"Subgraph {recast} not found")
|
||||
if subgraph := self._subgraph_for_namespace(config, checkpointer):
|
||||
pregel, subgraph_config = subgraph
|
||||
return await pregel.aget_state(subgraph_config, subgraphs=subgraphs)
|
||||
|
||||
config = merge_configs(self.config, config) if self.config else config
|
||||
if self.checkpointer is True:
|
||||
ns = cast(str, config[CONF][CONFIG_KEY_CHECKPOINT_NS])
|
||||
config = merge_configs(
|
||||
config, {CONF: {CONFIG_KEY_CHECKPOINT_NS: recast_checkpoint_ns(ns)}}
|
||||
)
|
||||
config = self._own_checkpoint_config(config)
|
||||
thread_id = config[CONF][CONFIG_KEY_THREAD_ID]
|
||||
if not isinstance(thread_id, str):
|
||||
config[CONF][CONFIG_KEY_THREAD_ID] = str(thread_id)
|
||||
@@ -1473,8 +1499,9 @@ class Pregel(
|
||||
return await self._aprepare_state_snapshot(
|
||||
config,
|
||||
saved,
|
||||
recurse=checkpointer if subgraphs else None,
|
||||
apply_pending_writes=CONFIG_KEY_CHECKPOINT_ID not in config[CONF],
|
||||
saver=checkpointer,
|
||||
recurse=subgraphs,
|
||||
live=CONFIG_KEY_CHECKPOINT_ID not in config[CONF],
|
||||
)
|
||||
|
||||
def get_state_history(
|
||||
@@ -1487,47 +1514,34 @@ class Pregel(
|
||||
) -> Iterator[StateSnapshot]:
|
||||
"""Get the history of the state of the graph."""
|
||||
config = ensure_config(config)
|
||||
checkpointer: BaseCheckpointSaver | None = config[CONF].get(
|
||||
CONFIG_KEY_CHECKPOINTER, self.checkpointer
|
||||
)
|
||||
if isinstance(checkpointer, BaseCheckpointSaver):
|
||||
checkpointer = self._apply_checkpointer_allowlist(checkpointer)
|
||||
if not checkpointer:
|
||||
raise ValueError("No checkpointer set")
|
||||
checkpointer = self._state_checkpointer(config)
|
||||
|
||||
if (
|
||||
checkpoint_ns := config[CONF].get(CONFIG_KEY_CHECKPOINT_NS, "")
|
||||
) and CONFIG_KEY_CHECKPOINTER not in config[CONF]:
|
||||
# remove task_ids from checkpoint_ns
|
||||
recast = recast_checkpoint_ns(checkpoint_ns)
|
||||
# find the subgraph with the matching name
|
||||
for _, pregel in self.get_subgraphs(namespace=recast, recurse=True):
|
||||
yield from pregel.get_state_history(
|
||||
patch_configurable(config, {CONFIG_KEY_CHECKPOINTER: checkpointer}),
|
||||
filter=filter,
|
||||
before=before,
|
||||
limit=limit,
|
||||
)
|
||||
return
|
||||
else:
|
||||
raise ValueError(f"Subgraph {recast} not found")
|
||||
if subgraph := self._subgraph_for_namespace(config, checkpointer):
|
||||
pregel, subgraph_config = subgraph
|
||||
yield from pregel.get_state_history(
|
||||
subgraph_config, filter=filter, before=before, limit=limit
|
||||
)
|
||||
return
|
||||
|
||||
config = merge_configs(
|
||||
self.config,
|
||||
config,
|
||||
{
|
||||
CONF: {
|
||||
CONFIG_KEY_CHECKPOINT_NS: checkpoint_ns,
|
||||
CONFIG_KEY_CHECKPOINT_NS: config[CONF].get(
|
||||
CONFIG_KEY_CHECKPOINT_NS, ""
|
||||
),
|
||||
CONFIG_KEY_THREAD_ID: str(config[CONF][CONFIG_KEY_THREAD_ID]),
|
||||
}
|
||||
},
|
||||
)
|
||||
config = self._own_checkpoint_config(config)
|
||||
# eagerly consume list() to avoid holding up the db cursor
|
||||
for checkpoint_tuple in list(
|
||||
checkpointer.list(config, before=before, limit=limit, filter=filter)
|
||||
):
|
||||
yield self._prepare_state_snapshot(
|
||||
checkpoint_tuple.config, checkpoint_tuple
|
||||
checkpoint_tuple.config, checkpoint_tuple, saver=checkpointer
|
||||
)
|
||||
|
||||
async def aget_state_history(
|
||||
@@ -1540,42 +1554,29 @@ class Pregel(
|
||||
) -> AsyncIterator[StateSnapshot]:
|
||||
"""Asynchronously get the history of the state of the graph."""
|
||||
config = ensure_config(config)
|
||||
checkpointer: BaseCheckpointSaver | None = ensure_config(config)[CONF].get(
|
||||
CONFIG_KEY_CHECKPOINTER, self.checkpointer
|
||||
)
|
||||
if isinstance(checkpointer, BaseCheckpointSaver):
|
||||
checkpointer = self._apply_checkpointer_allowlist(checkpointer)
|
||||
if not checkpointer:
|
||||
raise ValueError("No checkpointer set")
|
||||
checkpointer = self._state_checkpointer(config)
|
||||
|
||||
if (
|
||||
checkpoint_ns := config[CONF].get(CONFIG_KEY_CHECKPOINT_NS, "")
|
||||
) and CONFIG_KEY_CHECKPOINTER not in config[CONF]:
|
||||
# remove task_ids from checkpoint_ns
|
||||
recast = recast_checkpoint_ns(checkpoint_ns)
|
||||
# find the subgraph with the matching name
|
||||
async for _, pregel in self.aget_subgraphs(namespace=recast, recurse=True):
|
||||
async for state in pregel.aget_state_history(
|
||||
patch_configurable(config, {CONFIG_KEY_CHECKPOINTER: checkpointer}),
|
||||
filter=filter,
|
||||
before=before,
|
||||
limit=limit,
|
||||
):
|
||||
yield state
|
||||
return
|
||||
else:
|
||||
raise ValueError(f"Subgraph {recast} not found")
|
||||
if subgraph := self._subgraph_for_namespace(config, checkpointer):
|
||||
pregel, subgraph_config = subgraph
|
||||
async for state in pregel.aget_state_history(
|
||||
subgraph_config, filter=filter, before=before, limit=limit
|
||||
):
|
||||
yield state
|
||||
return
|
||||
|
||||
config = merge_configs(
|
||||
self.config,
|
||||
config,
|
||||
{
|
||||
CONF: {
|
||||
CONFIG_KEY_CHECKPOINT_NS: checkpoint_ns,
|
||||
CONFIG_KEY_CHECKPOINT_NS: config[CONF].get(
|
||||
CONFIG_KEY_CHECKPOINT_NS, ""
|
||||
),
|
||||
CONFIG_KEY_THREAD_ID: str(config[CONF][CONFIG_KEY_THREAD_ID]),
|
||||
}
|
||||
},
|
||||
)
|
||||
config = self._own_checkpoint_config(config)
|
||||
# eagerly consume list() to avoid holding up the db cursor
|
||||
for checkpoint_tuple in [
|
||||
c
|
||||
@@ -1584,9 +1585,30 @@ class Pregel(
|
||||
)
|
||||
]:
|
||||
yield await self._aprepare_state_snapshot(
|
||||
checkpoint_tuple.config, checkpoint_tuple
|
||||
checkpoint_tuple.config, checkpoint_tuple, saver=checkpointer
|
||||
)
|
||||
|
||||
def _infer_as_node(self, versions_seen: dict[str, ChannelVersions]) -> str | None:
|
||||
if len(self.nodes) == 1:
|
||||
return next(iter(self.nodes))
|
||||
seen = versions_seen_without_bumps(versions_seen)
|
||||
if not any(v for vv in seen.values() for v in vv.values()):
|
||||
if (
|
||||
isinstance(self.input_channels, str)
|
||||
and self.input_channels in self.nodes
|
||||
):
|
||||
return self.input_channels
|
||||
return None
|
||||
last_seen_by_node = sorted(
|
||||
(v, n) for n, s in seen.items() if n in self.nodes for v in s.values()
|
||||
)
|
||||
# if two nodes updated the state at the same time, it's ambiguous
|
||||
if len(last_seen_by_node) == 1 or (
|
||||
last_seen_by_node and last_seen_by_node[-1][0] != last_seen_by_node[-2][0]
|
||||
):
|
||||
return last_seen_by_node[-1][1]
|
||||
return None
|
||||
|
||||
def bulk_update_state(
|
||||
self,
|
||||
config: RunnableConfig,
|
||||
@@ -1608,13 +1630,7 @@ class Pregel(
|
||||
RunnableConfig: The updated config.
|
||||
"""
|
||||
|
||||
checkpointer: BaseCheckpointSaver | None = ensure_config(config)[CONF].get(
|
||||
CONFIG_KEY_CHECKPOINTER, self.checkpointer
|
||||
)
|
||||
if isinstance(checkpointer, BaseCheckpointSaver):
|
||||
checkpointer = self._apply_checkpointer_allowlist(checkpointer)
|
||||
if not checkpointer:
|
||||
raise ValueError("No checkpointer set")
|
||||
checkpointer = self._state_checkpointer(config)
|
||||
|
||||
if len(supersteps) == 0:
|
||||
raise ValueError("No supersteps provided")
|
||||
@@ -1622,27 +1638,29 @@ class Pregel(
|
||||
if any(len(u) == 0 for u in supersteps):
|
||||
raise ValueError("No updates provided")
|
||||
|
||||
# delegate to subgraph
|
||||
if (
|
||||
checkpoint_ns := config[CONF].get(CONFIG_KEY_CHECKPOINT_NS, "")
|
||||
) and CONFIG_KEY_CHECKPOINTER not in config[CONF]:
|
||||
# remove task_ids from checkpoint_ns
|
||||
recast = recast_checkpoint_ns(checkpoint_ns)
|
||||
# find the subgraph with the matching name
|
||||
for _, pregel in self.get_subgraphs(namespace=recast, recurse=True):
|
||||
return pregel.bulk_update_state(
|
||||
patch_configurable(config, {CONFIG_KEY_CHECKPOINTER: checkpointer}),
|
||||
supersteps,
|
||||
)
|
||||
else:
|
||||
raise ValueError(f"Subgraph {recast} not found")
|
||||
if subgraph := self._subgraph_for_namespace(config, checkpointer):
|
||||
pregel, subgraph_config = subgraph
|
||||
return pregel.bulk_update_state(subgraph_config, supersteps)
|
||||
|
||||
def perform_superstep(
|
||||
input_config: RunnableConfig, updates: Sequence[StateUpdate]
|
||||
input_config: RunnableConfig,
|
||||
updates: Sequence[StateUpdate],
|
||||
is_first: bool = False,
|
||||
) -> RunnableConfig:
|
||||
# get last checkpoint
|
||||
config = ensure_config(self.config, input_config)
|
||||
config = self._own_checkpoint_config(
|
||||
ensure_config(self.config, input_config)
|
||||
)
|
||||
saved = checkpointer.get_tuple(config)
|
||||
# Later supersteps, including the one after a `__copy__` (stored
|
||||
# under the base's parent), never walk through the base's writes.
|
||||
fork_pending = (
|
||||
delta_channels_with_pending_writes(
|
||||
self.channels, saved.pending_writes if saved else None
|
||||
)
|
||||
if is_first
|
||||
else set()
|
||||
)
|
||||
if saved is not None:
|
||||
self._migrate_checkpoint(saved.checkpoint)
|
||||
checkpoint = (
|
||||
@@ -1666,10 +1684,7 @@ class Pregel(
|
||||
channels, managed = channels_from_checkpoint(
|
||||
self.channels,
|
||||
checkpoint,
|
||||
saver=self.checkpointer
|
||||
if saved is not None
|
||||
and isinstance(self.checkpointer, BaseCheckpointSaver)
|
||||
else None,
|
||||
saver=checkpointer,
|
||||
config=saved.config if saved is not None else None,
|
||||
)
|
||||
values, as_node = updates[0][:2]
|
||||
@@ -1710,13 +1725,12 @@ class Pregel(
|
||||
checkpointer.get_next_version,
|
||||
self.trigger_to_nodes,
|
||||
)
|
||||
# apply writes from tasks that already ran
|
||||
for tid, k, v in saved.pending_writes or []:
|
||||
if k in (ERROR, INTERRUPT):
|
||||
continue
|
||||
if tid not in next_tasks:
|
||||
continue
|
||||
next_tasks[tid].writes.append((k, v))
|
||||
# apply writes from tasks that already finished
|
||||
for tid, status in read_task_statuses(
|
||||
saved.pending_writes or []
|
||||
).items():
|
||||
if tid in next_tasks:
|
||||
next_tasks[tid].writes.extend(status.output)
|
||||
# clear all current tasks
|
||||
apply_writes(
|
||||
checkpoint,
|
||||
@@ -1726,9 +1740,17 @@ class Pregel(
|
||||
self.trigger_to_nodes,
|
||||
)
|
||||
# save checkpoint
|
||||
next_checkpoint = create_checkpoint(
|
||||
checkpoint,
|
||||
channels,
|
||||
step,
|
||||
get_next_version=checkpointer.get_next_version,
|
||||
channels_to_snapshot=fork_pending,
|
||||
stored_versions=checkpoint_previous_versions,
|
||||
)
|
||||
next_config = checkpointer.put(
|
||||
checkpoint_config,
|
||||
create_checkpoint(checkpoint, channels, step),
|
||||
next_checkpoint,
|
||||
{
|
||||
"source": "update",
|
||||
"step": step + 1,
|
||||
@@ -1736,7 +1758,7 @@ class Pregel(
|
||||
},
|
||||
get_new_channel_versions(
|
||||
checkpoint_previous_versions,
|
||||
checkpoint["channel_versions"],
|
||||
next_checkpoint["channel_versions"],
|
||||
),
|
||||
)
|
||||
return patch_checkpoint_map(
|
||||
@@ -1765,9 +1787,17 @@ class Pregel(
|
||||
if saved and saved.metadata.get("step") is not None
|
||||
else -1
|
||||
)
|
||||
next_checkpoint = create_checkpoint(
|
||||
checkpoint,
|
||||
channels,
|
||||
next_step,
|
||||
get_next_version=checkpointer.get_next_version,
|
||||
channels_to_snapshot=fork_pending,
|
||||
stored_versions=checkpoint_previous_versions,
|
||||
)
|
||||
next_config = checkpointer.put(
|
||||
checkpoint_config,
|
||||
create_checkpoint(checkpoint, channels, next_step),
|
||||
next_checkpoint,
|
||||
{
|
||||
"source": "input",
|
||||
"step": next_step,
|
||||
@@ -1777,7 +1807,7 @@ class Pregel(
|
||||
},
|
||||
get_new_channel_versions(
|
||||
checkpoint_previous_versions,
|
||||
checkpoint["channel_versions"],
|
||||
next_checkpoint["channel_versions"],
|
||||
),
|
||||
)
|
||||
|
||||
@@ -1906,31 +1936,8 @@ class Pregel(
|
||||
if len(updates) == 1:
|
||||
values, as_node, task_id = updates[0]
|
||||
# find last node that updated the state, if not provided
|
||||
if as_node is None and len(self.nodes) == 1:
|
||||
as_node = tuple(self.nodes)[0]
|
||||
elif as_node is None and not any(
|
||||
v
|
||||
for vv in checkpoint["versions_seen"].values()
|
||||
for v in vv.values()
|
||||
):
|
||||
if (
|
||||
isinstance(self.input_channels, str)
|
||||
and self.input_channels in self.nodes
|
||||
):
|
||||
as_node = self.input_channels
|
||||
elif as_node is None:
|
||||
last_seen_by_node = sorted(
|
||||
(v, n)
|
||||
for n, seen in checkpoint["versions_seen"].items()
|
||||
if n in self.nodes
|
||||
for v in seen.values()
|
||||
)
|
||||
# if two nodes updated the state at the same time, it's ambiguous
|
||||
if last_seen_by_node:
|
||||
if len(last_seen_by_node) == 1:
|
||||
as_node = last_seen_by_node[0][1]
|
||||
elif last_seen_by_node[-1][0] != last_seen_by_node[-2][0]:
|
||||
as_node = last_seen_by_node[-1][1]
|
||||
if as_node is None:
|
||||
as_node = self._infer_as_node(checkpoint["versions_seen"])
|
||||
if as_node is None:
|
||||
raise InvalidUpdateError("Ambiguous update, specify as_node")
|
||||
if as_node not in self.nodes:
|
||||
@@ -2020,17 +2027,19 @@ class Pregel(
|
||||
parents=saved.metadata.get("parents", {}) if saved else {},
|
||||
saved_metadata=saved.metadata if saved else None,
|
||||
is_fresh_thread=saved is None,
|
||||
fork_channels=fork_pending,
|
||||
channel_versions=checkpoint["channel_versions"],
|
||||
)
|
||||
)
|
||||
checkpoint = create_checkpoint(
|
||||
checkpoint,
|
||||
channels,
|
||||
step + 1,
|
||||
updated_channels=updated_channels if channels_to_snapshot else None,
|
||||
get_next_version=checkpointer.get_next_version
|
||||
if channels_to_snapshot
|
||||
else None,
|
||||
channels_to_snapshot=channels_to_snapshot,
|
||||
stored_versions=checkpoint_previous_versions,
|
||||
)
|
||||
next_config = checkpointer.put(
|
||||
checkpoint_config,
|
||||
@@ -2049,8 +2058,8 @@ class Pregel(
|
||||
current_config = patch_configurable(
|
||||
config, {CONFIG_KEY_THREAD_ID: str(config[CONF][CONFIG_KEY_THREAD_ID])}
|
||||
)
|
||||
for superstep in supersteps:
|
||||
current_config = perform_superstep(current_config, superstep)
|
||||
for i, superstep in enumerate(supersteps):
|
||||
current_config = perform_superstep(current_config, superstep, i == 0)
|
||||
return current_config
|
||||
|
||||
async def abulk_update_state(
|
||||
@@ -2074,13 +2083,7 @@ class Pregel(
|
||||
RunnableConfig: The updated config.
|
||||
"""
|
||||
|
||||
checkpointer: BaseCheckpointSaver | None = ensure_config(config)[CONF].get(
|
||||
CONFIG_KEY_CHECKPOINTER, self.checkpointer
|
||||
)
|
||||
if isinstance(checkpointer, BaseCheckpointSaver):
|
||||
checkpointer = self._apply_checkpointer_allowlist(checkpointer)
|
||||
if not checkpointer:
|
||||
raise ValueError("No checkpointer set")
|
||||
checkpointer = self._state_checkpointer(config)
|
||||
|
||||
if len(supersteps) == 0:
|
||||
raise ValueError("No supersteps provided")
|
||||
@@ -2088,27 +2091,29 @@ class Pregel(
|
||||
if any(len(u) == 0 for u in supersteps):
|
||||
raise ValueError("No updates provided")
|
||||
|
||||
# delegate to subgraph
|
||||
if (
|
||||
checkpoint_ns := config[CONF].get(CONFIG_KEY_CHECKPOINT_NS, "")
|
||||
) and CONFIG_KEY_CHECKPOINTER not in config[CONF]:
|
||||
# remove task_ids from checkpoint_ns
|
||||
recast = recast_checkpoint_ns(checkpoint_ns)
|
||||
# find the subgraph with the matching name
|
||||
async for _, pregel in self.aget_subgraphs(namespace=recast, recurse=True):
|
||||
return await pregel.abulk_update_state(
|
||||
patch_configurable(config, {CONFIG_KEY_CHECKPOINTER: checkpointer}),
|
||||
supersteps,
|
||||
)
|
||||
else:
|
||||
raise ValueError(f"Subgraph {recast} not found")
|
||||
if subgraph := self._subgraph_for_namespace(config, checkpointer):
|
||||
pregel, subgraph_config = subgraph
|
||||
return await pregel.abulk_update_state(subgraph_config, supersteps)
|
||||
|
||||
async def aperform_superstep(
|
||||
input_config: RunnableConfig, updates: Sequence[StateUpdate]
|
||||
input_config: RunnableConfig,
|
||||
updates: Sequence[StateUpdate],
|
||||
is_first: bool = False,
|
||||
) -> RunnableConfig:
|
||||
# get last checkpoint
|
||||
config = ensure_config(self.config, input_config)
|
||||
config = self._own_checkpoint_config(
|
||||
ensure_config(self.config, input_config)
|
||||
)
|
||||
saved = await checkpointer.aget_tuple(config)
|
||||
# Later supersteps, including the one after a `__copy__` (stored
|
||||
# under the base's parent), never walk through the base's writes.
|
||||
fork_pending = (
|
||||
delta_channels_with_pending_writes(
|
||||
self.channels, saved.pending_writes if saved else None
|
||||
)
|
||||
if is_first
|
||||
else set()
|
||||
)
|
||||
if saved is not None:
|
||||
self._migrate_checkpoint(saved.checkpoint)
|
||||
checkpoint = (
|
||||
@@ -2132,10 +2137,7 @@ class Pregel(
|
||||
channels, managed = await achannels_from_checkpoint(
|
||||
self.channels,
|
||||
checkpoint,
|
||||
saver=self.checkpointer
|
||||
if saved is not None
|
||||
and isinstance(self.checkpointer, BaseCheckpointSaver)
|
||||
else None,
|
||||
saver=checkpointer,
|
||||
config=saved.config if saved is not None else None,
|
||||
)
|
||||
values, as_node = updates[0][:2]
|
||||
@@ -2174,13 +2176,12 @@ class Pregel(
|
||||
checkpointer.get_next_version,
|
||||
self.trigger_to_nodes,
|
||||
)
|
||||
# apply writes from tasks that already ran
|
||||
for tid, k, v in saved.pending_writes or []:
|
||||
if k in (ERROR, INTERRUPT):
|
||||
continue
|
||||
if tid not in next_tasks:
|
||||
continue
|
||||
next_tasks[tid].writes.append((k, v))
|
||||
# apply writes from tasks that already finished
|
||||
for tid, status in read_task_statuses(
|
||||
saved.pending_writes or []
|
||||
).items():
|
||||
if tid in next_tasks:
|
||||
next_tasks[tid].writes.extend(status.output)
|
||||
# clear all current tasks
|
||||
apply_writes(
|
||||
checkpoint,
|
||||
@@ -2190,16 +2191,25 @@ class Pregel(
|
||||
self.trigger_to_nodes,
|
||||
)
|
||||
# save checkpoint
|
||||
next_checkpoint = create_checkpoint(
|
||||
checkpoint,
|
||||
channels,
|
||||
step,
|
||||
get_next_version=checkpointer.get_next_version,
|
||||
channels_to_snapshot=fork_pending,
|
||||
stored_versions=checkpoint_previous_versions,
|
||||
)
|
||||
next_config = await checkpointer.aput(
|
||||
checkpoint_config,
|
||||
create_checkpoint(checkpoint, channels, step),
|
||||
next_checkpoint,
|
||||
{
|
||||
"source": "update",
|
||||
"step": step + 1,
|
||||
"parents": saved.metadata.get("parents", {}) if saved else {},
|
||||
},
|
||||
get_new_channel_versions(
|
||||
checkpoint_previous_versions, checkpoint["channel_versions"]
|
||||
checkpoint_previous_versions,
|
||||
next_checkpoint["channel_versions"],
|
||||
),
|
||||
)
|
||||
return patch_checkpoint_map(
|
||||
@@ -2228,9 +2238,17 @@ class Pregel(
|
||||
if saved and saved.metadata.get("step") is not None
|
||||
else -1
|
||||
)
|
||||
next_checkpoint = create_checkpoint(
|
||||
checkpoint,
|
||||
channels,
|
||||
next_step,
|
||||
get_next_version=checkpointer.get_next_version,
|
||||
channels_to_snapshot=fork_pending,
|
||||
stored_versions=checkpoint_previous_versions,
|
||||
)
|
||||
next_config = await checkpointer.aput(
|
||||
checkpoint_config,
|
||||
create_checkpoint(checkpoint, channels, next_step),
|
||||
next_checkpoint,
|
||||
{
|
||||
"source": "input",
|
||||
"step": next_step,
|
||||
@@ -2240,7 +2258,7 @@ class Pregel(
|
||||
},
|
||||
get_new_channel_versions(
|
||||
checkpoint_previous_versions,
|
||||
checkpoint["channel_versions"],
|
||||
next_checkpoint["channel_versions"],
|
||||
),
|
||||
)
|
||||
|
||||
@@ -2337,9 +2355,7 @@ class Pregel(
|
||||
[item for lst in user_group_by.values() for item in lst],
|
||||
)
|
||||
|
||||
return patch_checkpoint_map(
|
||||
next_config, saved.metadata if saved else None
|
||||
)
|
||||
return patch_checkpoint_map(next_config, saved.metadata)
|
||||
|
||||
# task ids can be provided in the StateUpdate, but if not,
|
||||
# we use the task id generated by prepare_next_tasks
|
||||
@@ -2370,27 +2386,8 @@ class Pregel(
|
||||
if len(updates) == 1:
|
||||
values, as_node, task_id = updates[0]
|
||||
# find last node that updated the state, if not provided
|
||||
if as_node is None and len(self.nodes) == 1:
|
||||
as_node = tuple(self.nodes)[0]
|
||||
elif as_node is None and not saved:
|
||||
if (
|
||||
isinstance(self.input_channels, str)
|
||||
and self.input_channels in self.nodes
|
||||
):
|
||||
as_node = self.input_channels
|
||||
elif as_node is None:
|
||||
last_seen_by_node = sorted(
|
||||
(v, n)
|
||||
for n, seen in checkpoint["versions_seen"].items()
|
||||
if n in self.nodes
|
||||
for v in seen.values()
|
||||
)
|
||||
# if two nodes updated the state at the same time, it's ambiguous
|
||||
if last_seen_by_node:
|
||||
if len(last_seen_by_node) == 1:
|
||||
as_node = last_seen_by_node[0][1]
|
||||
elif last_seen_by_node[-1][0] != last_seen_by_node[-2][0]:
|
||||
as_node = last_seen_by_node[-1][1]
|
||||
if as_node is None:
|
||||
as_node = self._infer_as_node(checkpoint["versions_seen"])
|
||||
if as_node is None:
|
||||
raise InvalidUpdateError("Ambiguous update, specify as_node")
|
||||
if as_node not in self.nodes:
|
||||
@@ -2480,17 +2477,19 @@ class Pregel(
|
||||
parents=saved.metadata.get("parents", {}) if saved else {},
|
||||
saved_metadata=saved.metadata if saved else None,
|
||||
is_fresh_thread=saved is None,
|
||||
fork_channels=fork_pending,
|
||||
channel_versions=checkpoint["channel_versions"],
|
||||
)
|
||||
)
|
||||
checkpoint = create_checkpoint(
|
||||
checkpoint,
|
||||
channels,
|
||||
step + 1,
|
||||
updated_channels=updated_channels if channels_to_snapshot else None,
|
||||
get_next_version=checkpointer.get_next_version
|
||||
if channels_to_snapshot
|
||||
else None,
|
||||
channels_to_snapshot=channels_to_snapshot,
|
||||
stored_versions=checkpoint_previous_versions,
|
||||
)
|
||||
next_config = await checkpointer.aput(
|
||||
checkpoint_config,
|
||||
@@ -2508,8 +2507,8 @@ class Pregel(
|
||||
current_config = patch_configurable(
|
||||
config, {CONFIG_KEY_THREAD_ID: str(config[CONF][CONFIG_KEY_THREAD_ID])}
|
||||
)
|
||||
for superstep in supersteps:
|
||||
current_config = await aperform_superstep(current_config, superstep)
|
||||
for i, superstep in enumerate(supersteps):
|
||||
current_config = await aperform_superstep(current_config, superstep, i == 0)
|
||||
return current_config
|
||||
|
||||
def update_state(
|
||||
@@ -2576,16 +2575,7 @@ class Pregel(
|
||||
stream_modes.add(print_mode)
|
||||
else:
|
||||
stream_modes.update(print_mode)
|
||||
if self.checkpointer is False:
|
||||
checkpointer: BaseCheckpointSaver | None = None
|
||||
elif CONFIG_KEY_CHECKPOINTER in config.get(CONF, {}):
|
||||
checkpointer = config[CONF][CONFIG_KEY_CHECKPOINTER]
|
||||
elif self.checkpointer is True:
|
||||
raise RuntimeError("checkpointer=True cannot be used for root graphs.")
|
||||
else:
|
||||
checkpointer = self.checkpointer
|
||||
if isinstance(checkpointer, BaseCheckpointSaver):
|
||||
checkpointer = self._apply_checkpointer_allowlist(checkpointer)
|
||||
checkpointer = self._resolve_checkpointer(config)
|
||||
if checkpointer and not config.get(CONF):
|
||||
raise ValueError(
|
||||
"Checkpointer requires one or more of the following 'configurable' "
|
||||
@@ -2804,9 +2794,7 @@ class Pregel(
|
||||
"`durability` has no effect when no checkpointer is present.",
|
||||
)
|
||||
# set up subgraph checkpointing
|
||||
if self.checkpointer is True:
|
||||
ns = cast(str, config[CONF][CONFIG_KEY_CHECKPOINT_NS])
|
||||
config[CONF][CONFIG_KEY_CHECKPOINT_NS] = recast_checkpoint_ns(ns)
|
||||
config = self._own_checkpoint_config(config)
|
||||
# set up messages stream mode
|
||||
if "messages" in stream_modes:
|
||||
ns_ = cast(str | None, config[CONF].get(CONFIG_KEY_CHECKPOINT_NS))
|
||||
@@ -3231,9 +3219,7 @@ class Pregel(
|
||||
"`durability` has no effect when no checkpointer is present.",
|
||||
)
|
||||
# set up subgraph checkpointing
|
||||
if self.checkpointer is True:
|
||||
ns = cast(str, config[CONF][CONFIG_KEY_CHECKPOINT_NS])
|
||||
config[CONF][CONFIG_KEY_CHECKPOINT_NS] = recast_checkpoint_ns(ns)
|
||||
config = self._own_checkpoint_config(config)
|
||||
# set up messages stream mode
|
||||
if "messages" in stream_modes:
|
||||
# namespace can be None in a root level graph?
|
||||
|
||||
@@ -726,7 +726,13 @@ class StateSnapshot(NamedTuple):
|
||||
tasks: tuple[PregelTask, ...]
|
||||
"""Tasks to execute in this step. If already attempted, may contain an error."""
|
||||
interrupts: tuple[Interrupt, ...]
|
||||
"""Interrupts that occurred in this step that are pending resolution."""
|
||||
"""Interrupts that occurred in this step.
|
||||
|
||||
When reading the latest state (`get_state` without a `checkpoint_id`), this
|
||||
contains only interrupts still waiting for an answer. When reading a specific
|
||||
checkpoint or state history, it contains the most recent interrupt each task
|
||||
raised in that step, including ones answered later in the same step.
|
||||
"""
|
||||
|
||||
|
||||
class Send:
|
||||
|
||||
@@ -85,11 +85,13 @@ class MemorySaverAssertImmutable(InMemorySaver):
|
||||
)
|
||||
== saved
|
||||
), config["configurable"]["checkpoint_ns"]
|
||||
next_config = super().put(config, checkpoint, metadata, new_versions)
|
||||
# Read back, not the object handed in: a DeltaChannel a step did not
|
||||
# write is refilled on read from the blob its inherited version points at.
|
||||
self.storage_for_copies[thread_id][checkpoint_ns][checkpoint["id"]] = (
|
||||
self.serde.dumps_typed(checkpoint)
|
||||
self.serde.dumps_typed(super().get(next_config))
|
||||
)
|
||||
# call super to write checkpoint
|
||||
return super().put(config, checkpoint, metadata, new_versions)
|
||||
return next_config
|
||||
|
||||
|
||||
class MemorySaverNoPending(InMemorySaver):
|
||||
|
||||
@@ -0,0 +1,731 @@
|
||||
"""Forking a thread must not replay the abandoned branch into the fork.
|
||||
|
||||
Every graph carries a `DeltaChannel` and a plain reducer channel fed the same
|
||||
values; the plain channel needs no replay, so it is the oracle.
|
||||
"""
|
||||
|
||||
import sys
|
||||
import threading
|
||||
from collections.abc import Sequence
|
||||
from operator import add
|
||||
from typing import Annotated, Any
|
||||
|
||||
import pytest
|
||||
from langchain_core.runnables import RunnableConfig
|
||||
from langgraph.checkpoint.base import BaseCheckpointSaver
|
||||
from langgraph.checkpoint.serde.types import _DeltaSnapshot
|
||||
from typing_extensions import TypedDict
|
||||
|
||||
from langgraph._internal._constants import INPUT
|
||||
from langgraph.channels.delta import DeltaChannel
|
||||
from langgraph.errors import NodeError
|
||||
from langgraph.graph import END, START, StateGraph
|
||||
from langgraph.types import (
|
||||
Command,
|
||||
Durability,
|
||||
Send,
|
||||
StateSnapshot,
|
||||
StateUpdate,
|
||||
interrupt,
|
||||
)
|
||||
|
||||
pytestmark = pytest.mark.anyio
|
||||
NEEDS_CONTEXTVARS = pytest.mark.skipif(
|
||||
sys.version_info < (3, 11),
|
||||
reason="Python 3.11+ is required for async contextvars support",
|
||||
)
|
||||
|
||||
|
||||
def _append(current: list | None, writes: Sequence[Any]) -> list:
|
||||
out = list(current or [])
|
||||
for write in writes:
|
||||
out.extend(write if isinstance(write, list) else [write])
|
||||
return out
|
||||
|
||||
|
||||
class _State(TypedDict):
|
||||
log: Annotated[list, DeltaChannel(_append, snapshot_frequency=1000)]
|
||||
plain: Annotated[list, add]
|
||||
other: Annotated[list, add]
|
||||
|
||||
|
||||
def _build(checkpointer: BaseCheckpointSaver, tag: str) -> Any:
|
||||
def node(state: _State) -> dict:
|
||||
return {"log": [f"{tag}-out"], "plain": [f"{tag}-out"]}
|
||||
|
||||
builder = StateGraph(_State)
|
||||
builder.add_node("n", node)
|
||||
builder.set_entry_point("n")
|
||||
builder.set_finish_point("n")
|
||||
return builder.compile(checkpointer=checkpointer)
|
||||
|
||||
|
||||
def _build_without_delta_writes(checkpointer: BaseCheckpointSaver, tag: str) -> Any:
|
||||
def node(state: _State) -> dict:
|
||||
return {"other": [f"{tag}-other"]}
|
||||
|
||||
builder = StateGraph(_State)
|
||||
builder.add_node("n", node)
|
||||
builder.set_entry_point("n")
|
||||
builder.set_finish_point("n")
|
||||
return builder.compile(checkpointer=checkpointer)
|
||||
|
||||
|
||||
def _thread(thread_id: str) -> RunnableConfig:
|
||||
return {"configurable": {"thread_id": thread_id}}
|
||||
|
||||
|
||||
def _at(config: RunnableConfig, snapshot: StateSnapshot) -> RunnableConfig:
|
||||
return {
|
||||
"configurable": {
|
||||
**config["configurable"],
|
||||
"checkpoint_ns": "",
|
||||
"checkpoint_id": snapshot.config["configurable"]["checkpoint_id"],
|
||||
}
|
||||
}
|
||||
|
||||
|
||||
def _both(marker: str) -> dict:
|
||||
return {"log": [marker], "plain": [marker]}
|
||||
|
||||
|
||||
def _snapshotted_checkpoints(
|
||||
checkpointer: BaseCheckpointSaver, config: RunnableConfig
|
||||
) -> list[str]:
|
||||
return [
|
||||
tuple_.config["configurable"]["checkpoint_id"]
|
||||
for tuple_ in checkpointer.list(config)
|
||||
if isinstance(tuple_.checkpoint["channel_values"].get("log"), _DeltaSnapshot)
|
||||
]
|
||||
|
||||
|
||||
def _assert_fork_is_clean(state: StateSnapshot, abandoned: str) -> None:
|
||||
assert state.values["log"] == state.values["plain"], (
|
||||
f"delta channel diverged from the plain channel: "
|
||||
f"{state.values['log']} != {state.values['plain']}"
|
||||
)
|
||||
assert abandoned not in state.values["log"], (
|
||||
f"{abandoned!r} belongs to the branch the fork replaced, "
|
||||
f"but was replayed into {state.values['log']}"
|
||||
)
|
||||
|
||||
|
||||
def test_fork_by_invoke(
|
||||
sync_checkpointer: BaseCheckpointSaver, durability: Durability
|
||||
) -> None:
|
||||
config = _thread("t")
|
||||
_build(sync_checkpointer, "first").invoke(
|
||||
_both("in-1"), config, durability=durability
|
||||
)
|
||||
graph = _build(sync_checkpointer, "second")
|
||||
graph.invoke(_both("in-2"), config, durability=durability)
|
||||
abandoned_head = graph.get_state(config)
|
||||
|
||||
base = next(
|
||||
snapshot
|
||||
for snapshot in graph.get_state_history(config)
|
||||
if "in-2" not in snapshot.values["log"]
|
||||
)
|
||||
_build(sync_checkpointer, "third").invoke(
|
||||
_both("in-3"), _at(config, base), durability=durability
|
||||
)
|
||||
|
||||
state = graph.get_state(config)
|
||||
_assert_fork_is_clean(state, "in-2")
|
||||
assert state.values["log"] == [*base.values["log"], "in-3", "third-out"]
|
||||
|
||||
abandoned = graph.get_state(abandoned_head.config).values
|
||||
assert abandoned["log"] == abandoned["plain"] == abandoned_head.values["log"]
|
||||
|
||||
|
||||
async def test_afork_by_invoke(
|
||||
async_checkpointer: BaseCheckpointSaver, durability: Durability
|
||||
) -> None:
|
||||
config = _thread("t")
|
||||
await _build(async_checkpointer, "first").ainvoke(
|
||||
_both("in-1"), config, durability=durability
|
||||
)
|
||||
graph = _build(async_checkpointer, "second")
|
||||
await graph.ainvoke(_both("in-2"), config, durability=durability)
|
||||
abandoned_head = await graph.aget_state(config)
|
||||
|
||||
base = await anext(
|
||||
snapshot
|
||||
async for snapshot in graph.aget_state_history(config)
|
||||
if "in-2" not in snapshot.values["log"]
|
||||
)
|
||||
await _build(async_checkpointer, "third").ainvoke(
|
||||
_both("in-3"), _at(config, base), durability=durability
|
||||
)
|
||||
|
||||
state = await graph.aget_state(config)
|
||||
_assert_fork_is_clean(state, "in-2")
|
||||
assert state.values["log"] == [*base.values["log"], "in-3", "third-out"]
|
||||
|
||||
abandoned = (await graph.aget_state(abandoned_head.config)).values
|
||||
assert abandoned["log"] == abandoned["plain"] == abandoned_head.values["log"]
|
||||
|
||||
|
||||
def test_fork_off_checkpoint_before_first_input(
|
||||
sync_checkpointer: BaseCheckpointSaver, durability: Durability
|
||||
) -> None:
|
||||
config = _thread("t")
|
||||
graph = _build(sync_checkpointer, "first")
|
||||
graph.invoke(_both("in-1"), config, durability=durability)
|
||||
|
||||
root = list(graph.get_state_history(config))[-1]
|
||||
assert root.values["log"] == []
|
||||
|
||||
_build(sync_checkpointer, "third").invoke(
|
||||
_both("in-9"), _at(config, root), durability=durability
|
||||
)
|
||||
|
||||
state = graph.get_state(config)
|
||||
_assert_fork_is_clean(state, "in-1")
|
||||
assert state.values["log"] == ["in-9", "third-out"]
|
||||
|
||||
|
||||
async def test_afork_off_checkpoint_before_first_input(
|
||||
async_checkpointer: BaseCheckpointSaver, durability: Durability
|
||||
) -> None:
|
||||
config = _thread("t")
|
||||
graph = _build(async_checkpointer, "first")
|
||||
await graph.ainvoke(_both("in-1"), config, durability=durability)
|
||||
|
||||
root = [snapshot async for snapshot in graph.aget_state_history(config)][-1]
|
||||
assert root.values["log"] == []
|
||||
|
||||
await _build(async_checkpointer, "third").ainvoke(
|
||||
_both("in-9"), _at(config, root), durability=durability
|
||||
)
|
||||
|
||||
state = await graph.aget_state(config)
|
||||
_assert_fork_is_clean(state, "in-1")
|
||||
assert state.values["log"] == ["in-9", "third-out"]
|
||||
|
||||
|
||||
def test_fork_by_update_state(sync_checkpointer: BaseCheckpointSaver) -> None:
|
||||
config = _thread("t")
|
||||
_build(sync_checkpointer, "first").invoke(_both("in-1"), config)
|
||||
graph = _build(sync_checkpointer, "second")
|
||||
graph.invoke(_both("in-2"), config)
|
||||
|
||||
base = next(
|
||||
snapshot
|
||||
for snapshot in graph.get_state_history(config)
|
||||
if "in-2" not in snapshot.values["log"]
|
||||
)
|
||||
forked = graph.update_state(_at(config, base), _both("patched"))
|
||||
|
||||
state = graph.get_state(forked)
|
||||
_assert_fork_is_clean(state, "in-2")
|
||||
assert state.values["log"] == [*base.values["log"], "patched"]
|
||||
|
||||
|
||||
async def test_afork_by_update_state(
|
||||
async_checkpointer: BaseCheckpointSaver,
|
||||
) -> None:
|
||||
config = _thread("t")
|
||||
await _build(async_checkpointer, "first").ainvoke(_both("in-1"), config)
|
||||
graph = _build(async_checkpointer, "second")
|
||||
await graph.ainvoke(_both("in-2"), config)
|
||||
|
||||
base = await anext(
|
||||
snapshot
|
||||
async for snapshot in graph.aget_state_history(config)
|
||||
if "in-2" not in snapshot.values["log"]
|
||||
)
|
||||
forked = await graph.aupdate_state(_at(config, base), _both("patched"))
|
||||
|
||||
state = await graph.aget_state(forked)
|
||||
_assert_fork_is_clean(state, "in-2")
|
||||
assert state.values["log"] == [*base.values["log"], "patched"]
|
||||
|
||||
|
||||
def test_unaddressed_run_keeps_snapshot_cadence(
|
||||
sync_checkpointer: BaseCheckpointSaver, durability: Durability
|
||||
) -> None:
|
||||
config = _thread("t")
|
||||
graph = _build(sync_checkpointer, "first")
|
||||
graph.invoke(_both("in-1"), config, durability=durability)
|
||||
graph.invoke(_both("in-2"), config, durability=durability)
|
||||
|
||||
assert not _snapshotted_checkpoints(sync_checkpointer, config)
|
||||
|
||||
|
||||
def test_fork_before_first_value_when_fork_never_writes_the_channel(
|
||||
sync_checkpointer: BaseCheckpointSaver, durability: Durability
|
||||
) -> None:
|
||||
config = _thread("t")
|
||||
graph = _build(sync_checkpointer, "first")
|
||||
graph.invoke(_both("in-1"), config, durability=durability)
|
||||
|
||||
root = list(graph.get_state_history(config))[-1]
|
||||
assert root.values["log"] == []
|
||||
|
||||
_build_without_delta_writes(sync_checkpointer, "third").invoke(
|
||||
{"other": ["in-9"]}, _at(config, root), durability=durability
|
||||
)
|
||||
|
||||
state = graph.get_state(config)
|
||||
_assert_fork_is_clean(state, "in-1")
|
||||
assert state.values["log"] == []
|
||||
|
||||
|
||||
async def test_afork_before_first_value_when_fork_never_writes_the_channel(
|
||||
async_checkpointer: BaseCheckpointSaver, durability: Durability
|
||||
) -> None:
|
||||
config = _thread("t")
|
||||
graph = _build(async_checkpointer, "first")
|
||||
await graph.ainvoke(_both("in-1"), config, durability=durability)
|
||||
|
||||
root = [snapshot async for snapshot in graph.aget_state_history(config)][-1]
|
||||
assert root.values["log"] == []
|
||||
|
||||
await _build_without_delta_writes(async_checkpointer, "third").ainvoke(
|
||||
{"other": ["in-9"]}, _at(config, root), durability=durability
|
||||
)
|
||||
|
||||
state = await graph.aget_state(config)
|
||||
_assert_fork_is_clean(state, "in-1")
|
||||
assert state.values["log"] == []
|
||||
|
||||
|
||||
def test_fork_before_first_value_by_bulk_update(
|
||||
sync_checkpointer: BaseCheckpointSaver,
|
||||
) -> None:
|
||||
config = _thread("t")
|
||||
graph = _build(sync_checkpointer, "first")
|
||||
graph.invoke(_both("in-1"), config)
|
||||
|
||||
root = list(graph.get_state_history(config))[-1]
|
||||
assert root.values["log"] == []
|
||||
|
||||
forked = graph.bulk_update_state(
|
||||
_at(config, root),
|
||||
[
|
||||
[StateUpdate({"other": ["s1"]}, "n")],
|
||||
[StateUpdate(_both("s2"), "n")],
|
||||
],
|
||||
)
|
||||
|
||||
state = graph.get_state(forked)
|
||||
_assert_fork_is_clean(state, "in-1")
|
||||
assert state.values["log"] == ["s2"]
|
||||
|
||||
|
||||
@pytest.mark.parametrize("first_as_node", [INPUT, END, "__copy__"])
|
||||
def test_fork_by_bulk_update_whose_first_superstep_skips_the_plan(
|
||||
sync_checkpointer: BaseCheckpointSaver, first_as_node: str
|
||||
) -> None:
|
||||
config = _thread("t")
|
||||
_build(sync_checkpointer, "first").invoke(_both("in-1"), config)
|
||||
graph = _build(sync_checkpointer, "second")
|
||||
graph.invoke(_both("in-2"), config)
|
||||
|
||||
base = next(
|
||||
snapshot
|
||||
for snapshot in graph.get_state_history(config)
|
||||
if "in-2" not in snapshot.values["log"]
|
||||
)
|
||||
first = (
|
||||
StateUpdate(_both("first-step"), first_as_node)
|
||||
if first_as_node == INPUT
|
||||
else StateUpdate(None, first_as_node)
|
||||
)
|
||||
forked = graph.bulk_update_state(
|
||||
_at(config, base),
|
||||
[[first], [StateUpdate(_both("second-step"), "n")]],
|
||||
)
|
||||
|
||||
state = graph.get_state(forked)
|
||||
assert state.values["log"] == state.values["plain"], (
|
||||
f"delta channel diverged from the plain channel: "
|
||||
f"{state.values['log']} != {state.values['plain']}"
|
||||
)
|
||||
|
||||
|
||||
def test_bulk_update_after_a_copy_stores_no_snapshot(
|
||||
sync_checkpointer: BaseCheckpointSaver,
|
||||
) -> None:
|
||||
config = _thread("t")
|
||||
_build(sync_checkpointer, "first").invoke(_both("in-1"), config)
|
||||
graph = _build(sync_checkpointer, "second")
|
||||
graph.invoke(_both("in-2"), config)
|
||||
base = next(
|
||||
s for s in graph.get_state_history(config) if "in-2" not in s.values["log"]
|
||||
)
|
||||
|
||||
forked = graph.bulk_update_state(
|
||||
_at(config, base),
|
||||
[[StateUpdate(None, "__copy__")], [StateUpdate(_both("s2"), "n")]],
|
||||
)
|
||||
|
||||
assert graph.get_state(forked).values["log"] == ["in-1", "first-out", "s2"]
|
||||
assert not _snapshotted_checkpoints(sync_checkpointer, config)
|
||||
|
||||
|
||||
def test_unaddressed_bulk_update_keeps_snapshot_cadence(
|
||||
sync_checkpointer: BaseCheckpointSaver,
|
||||
) -> None:
|
||||
config = _thread("t")
|
||||
graph = _build(sync_checkpointer, "first")
|
||||
graph.invoke(_both("in-1"), config)
|
||||
|
||||
graph.bulk_update_state(
|
||||
config,
|
||||
[[StateUpdate(_both(f"u{i}"), "n")] for i in range(4)],
|
||||
)
|
||||
|
||||
assert not _snapshotted_checkpoints(sync_checkpointer, config)
|
||||
|
||||
|
||||
def _build_paused_before_b(checkpointer: BaseCheckpointSaver) -> Any:
|
||||
builder = StateGraph(_State)
|
||||
builder.add_node("a", lambda state: _both("a"))
|
||||
builder.add_node("b", lambda state: _both("b"))
|
||||
builder.add_edge(START, "a")
|
||||
builder.add_edge("a", "b")
|
||||
builder.add_edge("b", END)
|
||||
return builder.compile(checkpointer=checkpointer, interrupt_before=["b"])
|
||||
|
||||
|
||||
def _build_parallel_interrupt(checkpointer: BaseCheckpointSaver) -> Any:
|
||||
def ask(state: _State) -> dict:
|
||||
interrupt("approve?")
|
||||
return {"other": ["q"]}
|
||||
|
||||
builder = StateGraph(_State)
|
||||
builder.add_node("p", lambda state: _both("p"))
|
||||
builder.add_node("q", ask)
|
||||
builder.add_edge(START, "p")
|
||||
builder.add_edge(START, "q")
|
||||
return builder.compile(checkpointer=checkpointer)
|
||||
|
||||
|
||||
def test_resume_at_interrupt_before_with_the_head_checkpoint_id_runs_the_node(
|
||||
sync_checkpointer: BaseCheckpointSaver, durability: Durability
|
||||
) -> None:
|
||||
config = _thread("t")
|
||||
graph = _build_paused_before_b(sync_checkpointer)
|
||||
graph.invoke(_both("in"), config, durability=durability)
|
||||
|
||||
graph.invoke(None, graph.get_state(config).config, durability=durability)
|
||||
|
||||
state = graph.get_state(config)
|
||||
assert state.next == (), f"resume paused again before {state.next}"
|
||||
assert state.values["log"] == state.values["plain"] == ["in", "a", "b"]
|
||||
|
||||
|
||||
async def test_aresume_at_interrupt_before_with_the_head_checkpoint_id_runs_the_node(
|
||||
async_checkpointer: BaseCheckpointSaver, durability: Durability
|
||||
) -> None:
|
||||
config = _thread("t")
|
||||
graph = _build_paused_before_b(async_checkpointer)
|
||||
await graph.ainvoke(_both("in"), config, durability=durability)
|
||||
|
||||
await graph.ainvoke(
|
||||
None, (await graph.aget_state(config)).config, durability=durability
|
||||
)
|
||||
|
||||
state = await graph.aget_state(config)
|
||||
assert state.next == (), f"resume paused again before {state.next}"
|
||||
assert state.values["log"] == state.values["plain"] == ["in", "a", "b"]
|
||||
|
||||
|
||||
def test_replay_from_a_paused_checkpoint_runs_the_node_once(
|
||||
sync_checkpointer: BaseCheckpointSaver,
|
||||
) -> None:
|
||||
config = _thread("t")
|
||||
graph = _build_paused_before_b(sync_checkpointer)
|
||||
graph.invoke(_both("in"), config)
|
||||
paused = graph.get_state(config).config
|
||||
graph.invoke(None, config)
|
||||
|
||||
graph.invoke(None, paused)
|
||||
|
||||
state = graph.get_state(config)
|
||||
assert state.next == (), f"replay paused again before {state.next}"
|
||||
assert state.values["log"] == state.values["plain"] == ["in", "a", "b"]
|
||||
|
||||
|
||||
@pytest.mark.parametrize("addressed", [False, True])
|
||||
def test_new_input_on_an_interrupted_head_does_not_replay_its_pending_writes(
|
||||
sync_checkpointer: BaseCheckpointSaver, durability: Durability, addressed: bool
|
||||
) -> None:
|
||||
config = _thread("t")
|
||||
graph = _build_parallel_interrupt(sync_checkpointer)
|
||||
graph.invoke(_both("in-1"), config, durability=durability)
|
||||
head = graph.get_state(config).config
|
||||
|
||||
graph.invoke(_both("in-2"), head if addressed else config, durability=durability)
|
||||
|
||||
state = graph.get_state(config)
|
||||
assert state.values["log"] == state.values["plain"] == ["in-1", "in-2", "p"]
|
||||
|
||||
|
||||
def _build_deferred_after_interrupt(checkpointer: BaseCheckpointSaver) -> Any:
|
||||
builder = StateGraph(_State)
|
||||
builder.add_node("a", lambda state: _both("a"))
|
||||
builder.add_node("b", lambda state: _both("b"), defer=True)
|
||||
builder.add_node("c", lambda state: {})
|
||||
builder.add_edge(START, "a")
|
||||
builder.add_edge("a", "b")
|
||||
builder.add_edge("a", "c")
|
||||
return builder.compile(checkpointer=checkpointer, interrupt_after=["a"])
|
||||
|
||||
|
||||
@pytest.mark.parametrize(
|
||||
"durability",
|
||||
[
|
||||
"sync",
|
||||
"async",
|
||||
pytest.param(
|
||||
"exit",
|
||||
marks=pytest.mark.xfail(
|
||||
reason="exit durability stores a resumed run's loaded writes twice",
|
||||
strict=True,
|
||||
),
|
||||
),
|
||||
],
|
||||
)
|
||||
def test_resume_on_an_interrupted_head_consumes_its_writes_without_a_snapshot(
|
||||
sync_checkpointer: BaseCheckpointSaver, durability: Durability
|
||||
) -> None:
|
||||
config = _thread("t")
|
||||
graph = _build_parallel_interrupt(sync_checkpointer)
|
||||
graph.invoke(_both("in-1"), config, durability=durability)
|
||||
|
||||
graph.invoke(Command(resume="yes"), config, durability=durability)
|
||||
|
||||
state = graph.get_state(config)
|
||||
assert state.next == ()
|
||||
assert state.values["log"] == state.values["plain"] == ["in-1", "p"]
|
||||
assert not _snapshotted_checkpoints(sync_checkpointer, config)
|
||||
|
||||
|
||||
def test_resume_whose_node_writes_the_delta_channel_stores_no_snapshot(
|
||||
sync_checkpointer: BaseCheckpointSaver, durability: Durability
|
||||
) -> None:
|
||||
def ask(state: _State) -> dict:
|
||||
return _both(interrupt("continue?"))
|
||||
|
||||
graph = (
|
||||
StateGraph(_State)
|
||||
.add_node("ask", ask)
|
||||
.add_edge(START, "ask")
|
||||
.compile(checkpointer=sync_checkpointer)
|
||||
)
|
||||
config = _thread("t")
|
||||
graph.invoke(_both("in"), config, durability=durability)
|
||||
|
||||
graph.invoke(Command(resume="yes"), config, durability=durability)
|
||||
|
||||
state = graph.get_state(config)
|
||||
assert state.values["log"] == state.values["plain"] == ["in", "yes"]
|
||||
assert not _snapshotted_checkpoints(sync_checkpointer, config)
|
||||
|
||||
|
||||
def test_resume_after_interrupt_before_stores_no_snapshot(
|
||||
sync_checkpointer: BaseCheckpointSaver, durability: Durability
|
||||
) -> None:
|
||||
config = _thread("t")
|
||||
graph = _build(sync_checkpointer, "n")
|
||||
graph.invoke(_both("in"), config, interrupt_before=["n"], durability=durability)
|
||||
|
||||
graph.invoke(None, config, durability=durability)
|
||||
|
||||
state = graph.get_state(config)
|
||||
assert state.values["log"] == state.values["plain"] == ["in", "n-out"]
|
||||
assert not _snapshotted_checkpoints(sync_checkpointer, config)
|
||||
|
||||
|
||||
def _build_send_fan_out(checkpointer: BaseCheckpointSaver) -> Any:
|
||||
def q(state: _State) -> dict:
|
||||
interrupt("continue?")
|
||||
return _both("q")
|
||||
|
||||
builder = StateGraph(_State)
|
||||
builder.add_node("p", lambda state: _both("p"))
|
||||
builder.add_node("q", q)
|
||||
builder.add_conditional_edges(
|
||||
START, lambda state: [Send("p", state), Send("q", state)], ["p", "q"]
|
||||
)
|
||||
return builder.compile(checkpointer=checkpointer)
|
||||
|
||||
|
||||
def test_resume_that_replaces_the_pending_sends_drops_the_finished_task(
|
||||
sync_checkpointer: BaseCheckpointSaver, durability: Durability
|
||||
) -> None:
|
||||
graph = _build_send_fan_out(sync_checkpointer)
|
||||
config = _thread("t")
|
||||
graph.invoke(_both("in"), config, durability=durability)
|
||||
|
||||
live = graph.invoke(
|
||||
Command(resume="yes", goto=[Send("q", _both("unused"))]),
|
||||
config,
|
||||
durability=durability,
|
||||
)
|
||||
|
||||
state = graph.get_state(config)
|
||||
assert state.values["log"] == state.values["plain"] == live["log"], (
|
||||
f"'p' ran in the fan-out the resume replaced, but the reload reads "
|
||||
f"{state.values['log']} against the live {live['log']}"
|
||||
)
|
||||
|
||||
|
||||
@NEEDS_CONTEXTVARS
|
||||
async def test_aresume_that_replaces_the_pending_sends_drops_the_finished_task(
|
||||
async_checkpointer: BaseCheckpointSaver, durability: Durability
|
||||
) -> None:
|
||||
graph = _build_send_fan_out(async_checkpointer)
|
||||
config = _thread("t")
|
||||
await graph.ainvoke(_both("in"), config, durability=durability)
|
||||
|
||||
live = await graph.ainvoke(
|
||||
Command(resume="yes", goto=[Send("q", _both("unused"))]),
|
||||
config,
|
||||
durability=durability,
|
||||
)
|
||||
|
||||
state = await graph.aget_state(config)
|
||||
assert state.values["log"] == state.values["plain"] == live["log"], (
|
||||
f"'p' ran in the fan-out the resume replaced, but the reload reads "
|
||||
f"{state.values['log']} against the live {live['log']}"
|
||||
)
|
||||
|
||||
|
||||
def test_replay_interrupted_in_its_first_step_still_seals_the_fork(
|
||||
sync_checkpointer: BaseCheckpointSaver, durability: Durability
|
||||
) -> None:
|
||||
graph = _build_send_fan_out(sync_checkpointer)
|
||||
config = _thread("t")
|
||||
graph.invoke(_both("in"), config, durability=durability)
|
||||
|
||||
graph.invoke(None, graph.get_state(config).config, durability=durability)
|
||||
|
||||
state = graph.get_state(config)
|
||||
assert state.values["log"] == state.values["plain"] == ["in", "p"], (
|
||||
f"the replay reran p, so the fork must not also replay the first p, "
|
||||
f"but it reads {state.values['log']}"
|
||||
)
|
||||
|
||||
|
||||
@NEEDS_CONTEXTVARS
|
||||
async def test_areplay_interrupted_in_its_first_step_still_seals_the_fork(
|
||||
async_checkpointer: BaseCheckpointSaver, durability: Durability
|
||||
) -> None:
|
||||
graph = _build_send_fan_out(async_checkpointer)
|
||||
config = _thread("t")
|
||||
await graph.ainvoke(_both("in"), config, durability=durability)
|
||||
|
||||
await graph.ainvoke(
|
||||
None, (await graph.aget_state(config)).config, durability=durability
|
||||
)
|
||||
|
||||
state = await graph.aget_state(config)
|
||||
assert state.values["log"] == state.values["plain"] == ["in", "p"], (
|
||||
f"the replay reran p, so the fork must not also replay the first p, "
|
||||
f"but it reads {state.values['log']}"
|
||||
)
|
||||
|
||||
|
||||
def test_resume_addressed_at_an_interrupted_head_reruns_its_tasks_once(
|
||||
sync_checkpointer: BaseCheckpointSaver, durability: Durability
|
||||
) -> None:
|
||||
config = _thread("t")
|
||||
graph = _build_parallel_interrupt(sync_checkpointer)
|
||||
graph.invoke(_both("in-1"), config, durability=durability)
|
||||
|
||||
graph.invoke(
|
||||
Command(resume="yes"), graph.get_state(config).config, durability=durability
|
||||
)
|
||||
|
||||
state = graph.get_state(config)
|
||||
assert state.next == ()
|
||||
assert state.values["log"] == state.values["plain"] == ["in-1", "p"]
|
||||
|
||||
|
||||
def test_update_state_with_the_head_checkpoint_id_keeps_a_deferred_node(
|
||||
sync_checkpointer: BaseCheckpointSaver,
|
||||
) -> None:
|
||||
graph = _build_deferred_after_interrupt(sync_checkpointer)
|
||||
config = _thread("t")
|
||||
graph.invoke(_both("in"), config)
|
||||
|
||||
graph.update_state(graph.get_state(config).config, _both("u"), as_node="c")
|
||||
graph.invoke(None, config)
|
||||
|
||||
state = graph.get_state(config)
|
||||
assert state.next == (), f"deferred node never ran, still pending: {state.next}"
|
||||
assert state.values["log"] == state.values["plain"] == ["in", "a", "u", "b"]
|
||||
|
||||
|
||||
async def test_aupdate_state_with_the_head_checkpoint_id_keeps_a_deferred_node(
|
||||
async_checkpointer: BaseCheckpointSaver,
|
||||
) -> None:
|
||||
graph = _build_deferred_after_interrupt(async_checkpointer)
|
||||
config = _thread("t")
|
||||
await graph.ainvoke(_both("in"), config)
|
||||
|
||||
await graph.aupdate_state(
|
||||
(await graph.aget_state(config)).config, _both("u"), as_node="c"
|
||||
)
|
||||
await graph.ainvoke(None, config)
|
||||
|
||||
state = await graph.aget_state(config)
|
||||
assert state.next == (), f"deferred node never ran, still pending: {state.next}"
|
||||
assert state.values["log"] == state.values["plain"] == ["in", "a", "u", "b"]
|
||||
|
||||
|
||||
def test_turns_addressed_at_the_head_store_no_snapshot(
|
||||
sync_checkpointer: BaseCheckpointSaver,
|
||||
) -> None:
|
||||
config = _thread("t")
|
||||
graph = _build(sync_checkpointer, "turn")
|
||||
graph.invoke(_both("in-1"), config)
|
||||
for turn in range(2, 5):
|
||||
graph.invoke(_both(f"in-{turn}"), graph.get_state(config).config)
|
||||
|
||||
assert not _snapshotted_checkpoints(sync_checkpointer, config)
|
||||
assert (
|
||||
graph.get_state(config).values["log"] == graph.get_state(config).values["plain"]
|
||||
)
|
||||
|
||||
|
||||
def test_resume_that_reruns_an_error_handler_drops_its_stored_writes(
|
||||
sync_checkpointer: BaseCheckpointSaver, durability: Durability
|
||||
) -> None:
|
||||
handled = threading.Event()
|
||||
attempts = {"c": 0}
|
||||
|
||||
def fails(state: _State) -> dict:
|
||||
raise RuntimeError("f always fails")
|
||||
|
||||
def handler(state: _State, error: NodeError) -> dict:
|
||||
handled.set()
|
||||
return _both("h")
|
||||
|
||||
def flaky(state: _State) -> dict:
|
||||
attempts["c"] += 1
|
||||
if attempts["c"] == 1:
|
||||
assert handled.wait(5)
|
||||
raise ValueError("c fails once")
|
||||
return _both("c")
|
||||
|
||||
graph = (
|
||||
StateGraph(_State)
|
||||
.add_node("f", fails, error_handler=handler)
|
||||
.add_node("c", flaky)
|
||||
.add_edge(START, "f")
|
||||
.add_edge(START, "c")
|
||||
.compile(checkpointer=sync_checkpointer)
|
||||
)
|
||||
config = _thread("t")
|
||||
with pytest.raises(ValueError):
|
||||
graph.invoke(_both("in"), config, durability=durability)
|
||||
|
||||
live = graph.invoke(None, config, durability=durability)
|
||||
|
||||
state = graph.get_state(config)
|
||||
assert state.values["log"] == state.values["plain"] == live["log"]
|
||||
@@ -0,0 +1,496 @@
|
||||
import operator
|
||||
from typing import Annotated, Any, Literal
|
||||
|
||||
import pytest
|
||||
from langchain_core.runnables import RunnableConfig
|
||||
from langgraph.checkpoint.base import BaseCheckpointSaver
|
||||
from langgraph.checkpoint.memory import InMemorySaver
|
||||
from typing_extensions import TypedDict
|
||||
|
||||
from langgraph._internal._constants import CONFIG_KEY_CHECKPOINTER
|
||||
from langgraph.channels.delta import DeltaChannel
|
||||
from langgraph.graph import END, START, StateGraph
|
||||
from langgraph.pregel._checkpoint import (
|
||||
achannels_from_checkpoint,
|
||||
channels_from_checkpoint,
|
||||
empty_checkpoint,
|
||||
)
|
||||
|
||||
pytestmark = pytest.mark.anyio
|
||||
|
||||
|
||||
def _extend(state: list | None, writes: list[Any]) -> list:
|
||||
out = list(state or [])
|
||||
for write in writes:
|
||||
out.extend(write if isinstance(write, list) else [write])
|
||||
return out
|
||||
|
||||
|
||||
def _state_schema(snapshot_frequency: int = 1000) -> type:
|
||||
class State(TypedDict, total=False):
|
||||
delta: Annotated[
|
||||
list, DeltaChannel(_extend, snapshot_frequency=snapshot_frequency)
|
||||
]
|
||||
plain: Annotated[list, operator.add]
|
||||
|
||||
return State
|
||||
|
||||
|
||||
def _both(*items: str) -> dict:
|
||||
return {"delta": list(items), "plain": list(items)}
|
||||
|
||||
|
||||
def _child_builder(*, snapshot_frequency: int = 1000) -> StateGraph:
|
||||
builder = StateGraph(_state_schema(snapshot_frequency))
|
||||
builder.add_node("a", lambda state: _both("a1"))
|
||||
builder.add_node("b", lambda state: _both("b1", "b2"))
|
||||
builder.add_edge(START, "a")
|
||||
builder.add_edge("a", "b")
|
||||
builder.add_edge("b", END)
|
||||
return builder
|
||||
|
||||
|
||||
def _wrap(
|
||||
inner: StateGraph,
|
||||
*,
|
||||
checkpointer: bool | None = None,
|
||||
interrupt_before: list[str] | None = None,
|
||||
) -> StateGraph:
|
||||
builder = StateGraph(inner.state_schema)
|
||||
builder.add_node(
|
||||
"child",
|
||||
inner.compile(checkpointer=checkpointer, interrupt_before=interrupt_before),
|
||||
)
|
||||
builder.add_edge(START, "child")
|
||||
builder.add_edge("child", END)
|
||||
return builder
|
||||
|
||||
|
||||
def _nested_app(
|
||||
checkpointer: BaseCheckpointSaver,
|
||||
*,
|
||||
depth: int = 1,
|
||||
snapshot_frequency: int = 1000,
|
||||
pause_before_b: bool = False,
|
||||
subgraph_checkpointer: bool | None = None,
|
||||
) -> Any:
|
||||
graph = _child_builder(snapshot_frequency=snapshot_frequency)
|
||||
for _ in range(depth):
|
||||
graph = _wrap(
|
||||
graph,
|
||||
checkpointer=subgraph_checkpointer,
|
||||
interrupt_before=["b"] if pause_before_b else None,
|
||||
)
|
||||
return graph.compile(checkpointer=checkpointer)
|
||||
|
||||
|
||||
def _scoped(config: dict, namespace: str) -> dict:
|
||||
return {"configurable": {**config["configurable"], "checkpoint_ns": namespace}}
|
||||
|
||||
|
||||
def _child_namespace(app: Any, config: dict, *, depth: int = 1) -> str:
|
||||
namespace = ""
|
||||
for level in range(depth):
|
||||
scoped = _scoped(config, namespace) if namespace else config
|
||||
namespace = next(
|
||||
(
|
||||
task.state["configurable"]["checkpoint_ns"]
|
||||
for snapshot in app.get_state_history(scoped)
|
||||
for task in snapshot.tasks
|
||||
if task.name == "child" and isinstance(task.state, dict)
|
||||
),
|
||||
"",
|
||||
)
|
||||
assert namespace, f"no `child` subgraph task at nesting level {level}"
|
||||
return namespace
|
||||
|
||||
|
||||
async def _achild_namespace(app: Any, config: dict) -> str:
|
||||
async for snapshot in app.aget_state_history(config):
|
||||
for task in snapshot.tasks:
|
||||
if task.name == "child" and isinstance(task.state, dict):
|
||||
return task.state["configurable"]["checkpoint_ns"]
|
||||
raise AssertionError("no `child` subgraph task")
|
||||
|
||||
|
||||
HISTORY = [_both("a1", "b1", "b2"), _both("a1"), _both(), _both()]
|
||||
|
||||
|
||||
def test_subgraph_get_state(sync_checkpointer: BaseCheckpointSaver) -> None:
|
||||
app = _nested_app(sync_checkpointer)
|
||||
config = {"configurable": {"thread_id": "1"}}
|
||||
app.invoke({}, config)
|
||||
|
||||
child = _scoped(config, _child_namespace(app, config))
|
||||
|
||||
assert app.get_state(config).values == _both("a1", "b1", "b2")
|
||||
assert app.get_state(child).values == _both("a1", "b1", "b2")
|
||||
|
||||
|
||||
async def test_subgraph_aget_state(async_checkpointer: BaseCheckpointSaver) -> None:
|
||||
app = _nested_app(async_checkpointer)
|
||||
config = {"configurable": {"thread_id": "1"}}
|
||||
await app.ainvoke({}, config)
|
||||
|
||||
child = _scoped(config, await _achild_namespace(app, config))
|
||||
|
||||
assert (await app.aget_state(child)).values == _both("a1", "b1", "b2")
|
||||
|
||||
|
||||
def test_subgraph_get_state_history(sync_checkpointer: BaseCheckpointSaver) -> None:
|
||||
app = _nested_app(sync_checkpointer)
|
||||
config = {"configurable": {"thread_id": "1"}}
|
||||
app.invoke({}, config)
|
||||
|
||||
child = _scoped(config, _child_namespace(app, config))
|
||||
|
||||
assert [s.values for s in app.get_state_history(child)] == HISTORY
|
||||
|
||||
|
||||
async def test_subgraph_aget_state_history(
|
||||
async_checkpointer: BaseCheckpointSaver,
|
||||
) -> None:
|
||||
app = _nested_app(async_checkpointer)
|
||||
config = {"configurable": {"thread_id": "1"}}
|
||||
await app.ainvoke({}, config)
|
||||
|
||||
child = _scoped(config, await _achild_namespace(app, config))
|
||||
|
||||
assert [s.values async for s in app.aget_state_history(child)] == HISTORY
|
||||
|
||||
|
||||
def test_doubly_nested_subgraph_get_state(
|
||||
sync_checkpointer: BaseCheckpointSaver,
|
||||
) -> None:
|
||||
app = _nested_app(sync_checkpointer, depth=2)
|
||||
config = {"configurable": {"thread_id": "1"}}
|
||||
app.invoke({}, config)
|
||||
|
||||
child = _scoped(config, _child_namespace(app, config, depth=2))
|
||||
|
||||
assert app.get_state(child).values == _both("a1", "b1", "b2")
|
||||
|
||||
|
||||
@pytest.mark.parametrize("persistence", ["per-invocation", "per-thread"])
|
||||
def test_interrupted_subgraph_task_state(
|
||||
sync_checkpointer: BaseCheckpointSaver,
|
||||
persistence: Literal["per-invocation", "per-thread"],
|
||||
) -> None:
|
||||
app = _nested_app(
|
||||
sync_checkpointer,
|
||||
pause_before_b=True,
|
||||
subgraph_checkpointer=True if persistence == "per-thread" else None,
|
||||
)
|
||||
config = {"configurable": {"thread_id": "1"}}
|
||||
app.invoke({}, config)
|
||||
|
||||
(task,) = app.get_state(config, subgraphs=True).tasks
|
||||
|
||||
assert task.state.values == _both("a1")
|
||||
|
||||
|
||||
@pytest.mark.parametrize("persistence", ["per-invocation", "per-thread"])
|
||||
async def test_interrupted_subgraph_task_state_async(
|
||||
async_checkpointer: BaseCheckpointSaver,
|
||||
persistence: Literal["per-invocation", "per-thread"],
|
||||
) -> None:
|
||||
app = _nested_app(
|
||||
async_checkpointer,
|
||||
pause_before_b=True,
|
||||
subgraph_checkpointer=True if persistence == "per-thread" else None,
|
||||
)
|
||||
config = {"configurable": {"thread_id": "1"}}
|
||||
await app.ainvoke({}, config)
|
||||
|
||||
(task,) = (await app.aget_state(config, subgraphs=True)).tasks
|
||||
|
||||
assert task.state.values == _both("a1")
|
||||
|
||||
|
||||
@pytest.mark.parametrize("persistence", ["per-invocation", "per-thread"])
|
||||
def test_interrupted_subgraph_history_from_its_task_config(
|
||||
sync_checkpointer: BaseCheckpointSaver,
|
||||
persistence: Literal["per-invocation", "per-thread"],
|
||||
) -> None:
|
||||
app = _nested_app(
|
||||
sync_checkpointer,
|
||||
pause_before_b=True,
|
||||
subgraph_checkpointer=True if persistence == "per-thread" else None,
|
||||
)
|
||||
config = {"configurable": {"thread_id": "1"}}
|
||||
app.invoke({}, config)
|
||||
(task,) = app.get_state(config).tasks
|
||||
|
||||
history = list(app.get_state_history(task.state))
|
||||
|
||||
assert [snapshot.values for snapshot in history][:1] == [_both("a1")]
|
||||
|
||||
|
||||
@pytest.mark.parametrize("persistence", ["per-invocation", "per-thread"])
|
||||
async def test_interrupted_subgraph_ahistory_from_its_task_config(
|
||||
async_checkpointer: BaseCheckpointSaver,
|
||||
persistence: Literal["per-invocation", "per-thread"],
|
||||
) -> None:
|
||||
app = _nested_app(
|
||||
async_checkpointer,
|
||||
pause_before_b=True,
|
||||
subgraph_checkpointer=True if persistence == "per-thread" else None,
|
||||
)
|
||||
config = {"configurable": {"thread_id": "1"}}
|
||||
await app.ainvoke({}, config)
|
||||
(task,) = (await app.aget_state(config)).tasks
|
||||
|
||||
history = [snapshot async for snapshot in app.aget_state_history(task.state)]
|
||||
|
||||
assert [snapshot.values for snapshot in history][:1] == [_both("a1")]
|
||||
|
||||
|
||||
@pytest.mark.parametrize("persistence", ["per-invocation", "per-thread"])
|
||||
def test_interrupted_subgraph_update_state_from_its_task_config(
|
||||
sync_checkpointer: BaseCheckpointSaver,
|
||||
persistence: Literal["per-invocation", "per-thread"],
|
||||
) -> None:
|
||||
app = _nested_app(
|
||||
sync_checkpointer,
|
||||
pause_before_b=True,
|
||||
subgraph_checkpointer=True if persistence == "per-thread" else None,
|
||||
)
|
||||
config = {"configurable": {"thread_id": "1"}}
|
||||
app.invoke({}, config)
|
||||
(task,) = app.get_state(config).tasks
|
||||
|
||||
app.update_state(task.state, _both("edit"), as_node="a")
|
||||
|
||||
(task,) = app.get_state(config, subgraphs=True).tasks
|
||||
assert task.state.values == _both("a1", "edit")
|
||||
|
||||
|
||||
@pytest.mark.parametrize("persistence", ["per-invocation", "per-thread"])
|
||||
async def test_interrupted_subgraph_aupdate_state_from_its_task_config(
|
||||
async_checkpointer: BaseCheckpointSaver,
|
||||
persistence: Literal["per-invocation", "per-thread"],
|
||||
) -> None:
|
||||
app = _nested_app(
|
||||
async_checkpointer,
|
||||
pause_before_b=True,
|
||||
subgraph_checkpointer=True if persistence == "per-thread" else None,
|
||||
)
|
||||
config = {"configurable": {"thread_id": "1"}}
|
||||
await app.ainvoke({}, config)
|
||||
(task,) = (await app.aget_state(config)).tasks
|
||||
|
||||
await app.aupdate_state(task.state, _both("edit"), as_node="a")
|
||||
|
||||
(task,) = (await app.aget_state(config, subgraphs=True)).tasks
|
||||
assert task.state.values == _both("a1", "edit")
|
||||
|
||||
|
||||
def test_subgraph_update_state_keeps_history(
|
||||
sync_checkpointer: BaseCheckpointSaver,
|
||||
) -> None:
|
||||
app = _nested_app(sync_checkpointer, snapshot_frequency=2)
|
||||
config = {"configurable": {"thread_id": "1"}}
|
||||
app.invoke({}, config)
|
||||
|
||||
child = _scoped(config, _child_namespace(app, config))
|
||||
app.update_state(child, _both("manual"))
|
||||
|
||||
assert app.get_state(child).values == _both("a1", "b1", "b2", "manual")
|
||||
|
||||
|
||||
async def test_subgraph_aupdate_state_keeps_history(
|
||||
async_checkpointer: BaseCheckpointSaver,
|
||||
) -> None:
|
||||
app = _nested_app(async_checkpointer, snapshot_frequency=2)
|
||||
config = {"configurable": {"thread_id": "1"}}
|
||||
await app.ainvoke({}, config)
|
||||
|
||||
child = _scoped(config, await _achild_namespace(app, config))
|
||||
await app.aupdate_state(child, _both("manual"))
|
||||
|
||||
assert (await app.aget_state(child)).values == _both("a1", "b1", "b2", "manual")
|
||||
|
||||
|
||||
def test_stateless_subgraph_persists_nothing(
|
||||
sync_checkpointer: BaseCheckpointSaver,
|
||||
) -> None:
|
||||
app = _nested_app(sync_checkpointer, subgraph_checkpointer=False)
|
||||
config = {"configurable": {"thread_id": "1"}}
|
||||
app.invoke({}, config)
|
||||
|
||||
child_tasks = [
|
||||
task
|
||||
for snapshot in app.get_state_history(config)
|
||||
for task in snapshot.tasks
|
||||
if task.name == "child" and isinstance(task.state, dict)
|
||||
]
|
||||
|
||||
assert child_tasks == []
|
||||
assert app.get_state(config).values == _both("a1", "b1", "b2")
|
||||
|
||||
|
||||
def test_completed_subgraph_exposes_no_task_state(
|
||||
sync_checkpointer: BaseCheckpointSaver,
|
||||
) -> None:
|
||||
app = _nested_app(sync_checkpointer)
|
||||
config = {"configurable": {"thread_id": "1"}}
|
||||
app.invoke({}, config)
|
||||
|
||||
assert app.get_state(config, subgraphs=True).tasks == ()
|
||||
|
||||
|
||||
def _written_delta_checkpoint() -> Any:
|
||||
checkpoint = empty_checkpoint()
|
||||
checkpoint["channel_versions"]["delta"] = 1
|
||||
return checkpoint
|
||||
|
||||
|
||||
def test_hydrating_written_delta_channel_without_saver_raises() -> None:
|
||||
with pytest.raises(ValueError, match="no checkpointer"):
|
||||
channels_from_checkpoint(
|
||||
{"delta": DeltaChannel(_extend)}, _written_delta_checkpoint()
|
||||
)
|
||||
|
||||
|
||||
async def test_ahydrating_written_delta_channel_without_saver_raises() -> None:
|
||||
with pytest.raises(ValueError, match="no checkpointer"):
|
||||
await achannels_from_checkpoint(
|
||||
{"delta": DeltaChannel(_extend)}, _written_delta_checkpoint()
|
||||
)
|
||||
|
||||
|
||||
def test_hydrating_written_delta_channel_without_config_raises() -> None:
|
||||
with pytest.raises(ValueError, match="no checkpointer"):
|
||||
channels_from_checkpoint(
|
||||
{"delta": DeltaChannel(_extend)},
|
||||
_written_delta_checkpoint(),
|
||||
saver=InMemorySaver(),
|
||||
)
|
||||
|
||||
|
||||
def test_hydrating_unwritten_delta_channel_without_saver_is_empty() -> None:
|
||||
channels, _ = channels_from_checkpoint(
|
||||
{"delta": DeltaChannel(_extend)}, empty_checkpoint()
|
||||
)
|
||||
assert channels["delta"].get() == []
|
||||
|
||||
|
||||
def test_root_checkpointer_true_graph_state_read_raises() -> None:
|
||||
app = _child_builder().compile(checkpointer=True)
|
||||
with pytest.raises(RuntimeError, match="checkpointer=True cannot be used"):
|
||||
app.get_state({"configurable": {"thread_id": "1"}})
|
||||
|
||||
|
||||
def test_stateless_graph_update_state_ignores_lent_saver() -> None:
|
||||
saver = InMemorySaver()
|
||||
app = _child_builder().compile(checkpointer=False)
|
||||
config = {
|
||||
"configurable": {
|
||||
"thread_id": "1",
|
||||
"checkpoint_ns": "child:1",
|
||||
CONFIG_KEY_CHECKPOINTER: saver,
|
||||
}
|
||||
}
|
||||
with pytest.raises(ValueError, match="No checkpointer set"):
|
||||
app.update_state(config, _both("x"), as_node="a")
|
||||
assert list(saver.list(None)) == []
|
||||
|
||||
|
||||
def test_graph_without_a_checkpointer_reads_through_a_lent_saver(
|
||||
sync_checkpointer: BaseCheckpointSaver,
|
||||
) -> None:
|
||||
app = _child_builder().compile()
|
||||
config = {
|
||||
"configurable": {"thread_id": "1", CONFIG_KEY_CHECKPOINTER: sync_checkpointer}
|
||||
}
|
||||
app.invoke(_both("in"), config)
|
||||
|
||||
assert app.get_state(config).values == _both("in", "a1", "b1", "b2")
|
||||
app.update_state(config, _both("edit"), as_node="b")
|
||||
assert app.get_state(config).values == _both("in", "a1", "b1", "b2", "edit")
|
||||
assert next(iter(app.get_state_history(config))).values == _both(
|
||||
"in", "a1", "b1", "b2", "edit"
|
||||
)
|
||||
|
||||
|
||||
async def test_graph_without_a_checkpointer_areads_through_a_lent_saver(
|
||||
async_checkpointer: BaseCheckpointSaver,
|
||||
) -> None:
|
||||
app = _child_builder().compile()
|
||||
config = {
|
||||
"configurable": {"thread_id": "1", CONFIG_KEY_CHECKPOINTER: async_checkpointer}
|
||||
}
|
||||
await app.ainvoke(_both("in"), config)
|
||||
|
||||
assert (await app.aget_state(config)).values == _both("in", "a1", "b1", "b2")
|
||||
await app.aupdate_state(config, _both("edit"), as_node="b")
|
||||
assert (await app.aget_state(config)).values == _both(
|
||||
"in", "a1", "b1", "b2", "edit"
|
||||
)
|
||||
history = [s async for s in app.aget_state_history(config)]
|
||||
assert history[0].values == _both("in", "a1", "b1", "b2", "edit")
|
||||
|
||||
|
||||
def test_second_call_of_a_checkpointer_true_subgraph_reads_its_own_history(
|
||||
sync_checkpointer: BaseCheckpointSaver,
|
||||
) -> None:
|
||||
child = _child_builder().compile(checkpointer=True)
|
||||
|
||||
def node(state: dict) -> dict:
|
||||
child.invoke(_both("first"))
|
||||
child.invoke(_both("second"))
|
||||
return {}
|
||||
|
||||
builder = StateGraph(_state_schema())
|
||||
builder.add_node("node", node)
|
||||
builder.add_edge(START, "node")
|
||||
builder.compile(checkpointer=sync_checkpointer).invoke(
|
||||
_both(), {"configurable": {"thread_id": "1"}}
|
||||
)
|
||||
|
||||
def read(namespace: str) -> dict:
|
||||
return child.get_state(
|
||||
{
|
||||
"configurable": {
|
||||
"thread_id": "1",
|
||||
"checkpoint_ns": namespace,
|
||||
CONFIG_KEY_CHECKPOINTER: sync_checkpointer,
|
||||
}
|
||||
}
|
||||
).values
|
||||
|
||||
assert read("node") == _both("first", "a1", "b1", "b2")
|
||||
assert read("node|1") == _both("second", "a1", "b1", "b2")
|
||||
|
||||
|
||||
async def test_second_call_of_a_checkpointer_true_subgraph_areads_its_own_history(
|
||||
async_checkpointer: BaseCheckpointSaver,
|
||||
) -> None:
|
||||
child = _child_builder().compile(checkpointer=True)
|
||||
|
||||
async def node(state: dict, config: RunnableConfig) -> dict:
|
||||
await child.ainvoke(_both("first"), config)
|
||||
await child.ainvoke(_both("second"), config)
|
||||
return {}
|
||||
|
||||
builder = StateGraph(_state_schema())
|
||||
builder.add_node("node", node)
|
||||
builder.add_edge(START, "node")
|
||||
await builder.compile(checkpointer=async_checkpointer).ainvoke(
|
||||
_both(), {"configurable": {"thread_id": "1"}}
|
||||
)
|
||||
|
||||
async def read(namespace: str) -> dict:
|
||||
snapshot = await child.aget_state(
|
||||
{
|
||||
"configurable": {
|
||||
"thread_id": "1",
|
||||
"checkpoint_ns": namespace,
|
||||
CONFIG_KEY_CHECKPOINTER: async_checkpointer,
|
||||
}
|
||||
}
|
||||
)
|
||||
return snapshot.values
|
||||
|
||||
assert await read("node") == _both("first", "a1", "b1", "b2")
|
||||
assert await read("node|1") == _both("second", "a1", "b1", "b2")
|
||||
@@ -94,6 +94,28 @@ async def test_forced_snapshot_single_run() -> None:
|
||||
assert "seed-a" in state.values["a"]
|
||||
|
||||
|
||||
async def test_supersteps_bound_skips_a_channel_never_written() -> None:
|
||||
with patch(
|
||||
"langgraph.pregel._checkpoint.DELTA_MAX_SUPERSTEPS_SINCE_SNAPSHOT",
|
||||
3,
|
||||
):
|
||||
saver = InMemorySaver()
|
||||
graph = _build_two_channel_graph(saver, n_loops=4)
|
||||
config = {"configurable": {"thread_id": "never-written"}}
|
||||
|
||||
graph.invoke({"a": ["seed-a"]}, config)
|
||||
|
||||
minted = [
|
||||
t.config["configurable"]["checkpoint_id"]
|
||||
for t in saver.list(config)
|
||||
if "b" in t.checkpoint["channel_versions"]
|
||||
]
|
||||
assert not minted, (
|
||||
f"b was never written, but {len(minted)} checkpoints minted it a version"
|
||||
)
|
||||
assert graph.get_state(config).values["b"] == []
|
||||
|
||||
|
||||
async def test_forced_snapshot_accumulates_across_runs() -> None:
|
||||
"""Supersteps counter for an unwritten channel persists across separate
|
||||
invoke() calls. After enough runs, the channel is force-snapshotted."""
|
||||
@@ -139,13 +161,17 @@ async def test_predicate_fires_on_supersteps_overflow() -> None:
|
||||
channels = {"x": ch_instance}
|
||||
counters: dict[str, tuple[int, int]] = {"x": (0, 5000)}
|
||||
|
||||
result = delta_channels_to_snapshot(channels, counters)
|
||||
result = delta_channels_to_snapshot(channels, counters, {"x": 1})
|
||||
assert "x" in result
|
||||
|
||||
counters_below: dict[str, tuple[int, int]] = {"x": (0, 4999)}
|
||||
result2 = delta_channels_to_snapshot(channels, counters_below)
|
||||
result2 = delta_channels_to_snapshot(channels, counters_below, {"x": 1})
|
||||
assert "x" not in result2
|
||||
|
||||
assert not delta_channels_to_snapshot(channels, counters, {}), (
|
||||
"a channel with no version was never written, so it has nothing to snapshot"
|
||||
)
|
||||
|
||||
|
||||
async def test_counter_reset_after_supersteps_snapshot() -> None:
|
||||
"""After the supersteps bound triggers a snapshot, the counters for
|
||||
|
||||
@@ -113,6 +113,37 @@ def test_fresh_update_state_head_snapshots_delta_channel() -> None:
|
||||
assert "counters_since_delta_snapshot" not in head.metadata
|
||||
|
||||
|
||||
def test_fresh_update_state_stores_nothing_for_a_delta_channel_it_did_not_write() -> (
|
||||
None
|
||||
):
|
||||
saver = InMemorySaver()
|
||||
State = TypedDict( # type: ignore[call-overload] # noqa: UP013
|
||||
"State",
|
||||
{
|
||||
"messages": Annotated[list, DeltaChannel(_messages_delta_reducer)],
|
||||
"notes": Annotated[list, DeltaChannel(_messages_delta_reducer)],
|
||||
},
|
||||
)
|
||||
graph = (
|
||||
StateGraph(State)
|
||||
.add_node("model", lambda state: {})
|
||||
.add_edge(START, "model")
|
||||
.compile(checkpointer=saver)
|
||||
)
|
||||
config = {"configurable": {"thread_id": "fresh-unwritten"}}
|
||||
|
||||
graph.update_state(
|
||||
config,
|
||||
{"messages": [HumanMessage(content="hello", id="m1")]},
|
||||
as_node="model",
|
||||
)
|
||||
|
||||
head = saver.get_tuple(config)
|
||||
assert head is not None
|
||||
assert "notes" not in head.checkpoint["channel_versions"]
|
||||
assert graph.get_state(config).values["notes"] == []
|
||||
|
||||
|
||||
# ---------------------------------------------------------------------------
|
||||
# Non-fresh thread: update_state after invoke
|
||||
# ---------------------------------------------------------------------------
|
||||
@@ -338,3 +369,29 @@ def test_state_history_chain_after_fresh_update_state_delta_channel() -> None:
|
||||
assert update_snapshot.metadata["step"] == 0
|
||||
assert update_snapshot.parent_config is None
|
||||
assert [m.content for m in update_snapshot.values["messages"]] == ["hello"]
|
||||
|
||||
|
||||
def test_update_state_that_snapshots_keeps_a_deferred_node_pending() -> None:
|
||||
channel = DeltaChannel(_messages_delta_reducer, snapshot_frequency=1)
|
||||
|
||||
class State(TypedDict):
|
||||
messages: Annotated[list, channel]
|
||||
|
||||
builder = StateGraph(State)
|
||||
builder.add_node("a", lambda state: {"messages": [HumanMessage("a", id="a")]})
|
||||
builder.add_node(
|
||||
"b", lambda state: {"messages": [HumanMessage("b", id="b")]}, defer=True
|
||||
)
|
||||
builder.add_node("c", lambda state: {})
|
||||
builder.add_edge(START, "a")
|
||||
builder.add_edge("a", "b")
|
||||
builder.add_edge("a", "c")
|
||||
graph = builder.compile(checkpointer=InMemorySaver(), interrupt_after=["a"])
|
||||
config = {"configurable": {"thread_id": "t"}}
|
||||
graph.invoke({"messages": [HumanMessage("s", id="s")]}, config)
|
||||
|
||||
graph.update_state(config, {"messages": [HumanMessage("u", id="u")]}, as_node="c")
|
||||
final = graph.invoke(None, config)
|
||||
|
||||
assert [m.content for m in final["messages"]] == ["s", "a", "u", "b"]
|
||||
assert graph.get_state(config).next == ()
|
||||
|
||||
@@ -0,0 +1,534 @@
|
||||
"""State reads while some tasks of a superstep are finished and others are paused.
|
||||
|
||||
When parallel tasks each call `interrupt()` and only some of them are resumed,
|
||||
the superstep stays open. Its recorded writes then contain the old interrupt of
|
||||
each finished task next to that task's output. These tests check that state
|
||||
reads, which are rebuilt from the checkpointer, report only the interrupts that
|
||||
still need an answer.
|
||||
"""
|
||||
|
||||
import operator
|
||||
import sys
|
||||
import uuid
|
||||
from collections import Counter
|
||||
from typing import Annotated, Any
|
||||
|
||||
import pytest
|
||||
from langgraph.checkpoint.base import BaseCheckpointSaver
|
||||
from typing_extensions import TypedDict
|
||||
|
||||
from langgraph._internal._constants import (
|
||||
ERROR,
|
||||
INTERRUPT,
|
||||
NO_WRITES,
|
||||
NULL_TASK_ID,
|
||||
RESUME,
|
||||
RETURN,
|
||||
)
|
||||
from langgraph.func import entrypoint, task
|
||||
from langgraph.graph import END, START, StateGraph
|
||||
from langgraph.pregel._task_status import read_task_statuses
|
||||
from langgraph.types import Command, Durability, Interrupt, Send, interrupt
|
||||
|
||||
pytestmark = pytest.mark.anyio
|
||||
|
||||
NEEDS_CONTEXTVARS = pytest.mark.skipif(
|
||||
sys.version_info < (3, 11),
|
||||
reason="Python 3.11+ is required for async contextvars support",
|
||||
)
|
||||
|
||||
|
||||
class State(TypedDict, total=False):
|
||||
log: Annotated[list[str], operator.add]
|
||||
count: int
|
||||
|
||||
|
||||
def _config() -> dict[str, Any]:
|
||||
return {"configurable": {"thread_id": str(uuid.uuid4())}}
|
||||
|
||||
|
||||
def _build_parallel(
|
||||
checkpointer: BaseCheckpointSaver,
|
||||
calls: Counter[str],
|
||||
*,
|
||||
a_questions: int = 1,
|
||||
a_returns: Any = "log",
|
||||
):
|
||||
"""Build a graph where nodes `a` and `b` start in parallel and both ask questions.
|
||||
|
||||
`a` asks `a_questions` questions in a row. `a_returns` controls what `a`
|
||||
returns after its last answer. The default `"log"` returns the answers in
|
||||
`log`. Any other value is returned as-is.
|
||||
"""
|
||||
|
||||
def a(state: State) -> Any:
|
||||
calls["a"] += 1
|
||||
answers = [interrupt(f"A{i + 1}") for i in range(a_questions)]
|
||||
if a_returns == "log":
|
||||
return {"log": [f"a:{answer}" for answer in answers]}
|
||||
return a_returns
|
||||
|
||||
def b(state: State) -> State:
|
||||
calls["b"] += 1
|
||||
return {"log": [f"b:{interrupt('B')}"]}
|
||||
|
||||
builder = StateGraph(State)
|
||||
builder.add_node("a", a)
|
||||
builder.add_node("b", b)
|
||||
builder.add_edge(START, "a")
|
||||
builder.add_edge(START, "b")
|
||||
builder.add_edge("a", END)
|
||||
builder.add_edge("b", END)
|
||||
return builder.compile(checkpointer=checkpointer)
|
||||
|
||||
|
||||
def _interrupt_by_value(snapshot: Any, value: str) -> Interrupt:
|
||||
return next(i for i in snapshot.interrupts if i.value == value)
|
||||
|
||||
|
||||
def _task(snapshot: Any, name: str) -> Any:
|
||||
return next(t for t in snapshot.tasks if t.name == name)
|
||||
|
||||
|
||||
def _interrupt_values(interrupts: Any) -> list[str]:
|
||||
return sorted(i.value for i in interrupts)
|
||||
|
||||
|
||||
# --- Task A answered and finished, task B still paused ---
|
||||
|
||||
|
||||
def test_finished_task_does_not_report_answered_interrupt(
|
||||
sync_checkpointer: BaseCheckpointSaver, durability: Durability
|
||||
) -> None:
|
||||
calls: Counter[str] = Counter()
|
||||
graph = _build_parallel(sync_checkpointer, calls)
|
||||
config = _config()
|
||||
|
||||
graph.invoke({"log": []}, config, durability=durability)
|
||||
snapshot = graph.get_state(config)
|
||||
assert _interrupt_values(snapshot.interrupts) == ["A1", "B"]
|
||||
|
||||
graph.invoke(
|
||||
Command(resume={_interrupt_by_value(snapshot, "A1").id: "yes"}),
|
||||
config,
|
||||
durability=durability,
|
||||
)
|
||||
|
||||
snapshot = graph.get_state(config)
|
||||
assert _interrupt_values(snapshot.interrupts) == ["B"]
|
||||
assert snapshot.next == ("b",)
|
||||
assert _task(snapshot, "a").interrupts == ()
|
||||
assert _task(snapshot, "a").result == {"log": ["a:yes"]}
|
||||
assert _interrupt_values(_task(snapshot, "b").interrupts) == ["B"]
|
||||
assert _task(snapshot, "b").result is None
|
||||
|
||||
# Reading the same checkpoint by id gives the record of the step: every task
|
||||
# in it, and every question asked, including the one A already answered.
|
||||
record = graph.get_state(snapshot.config)
|
||||
assert sorted(record.next) == ["a", "b"]
|
||||
assert _interrupt_values(record.interrupts) == ["A1", "B"]
|
||||
assert _interrupt_values(_task(record, "a").interrupts) == ["A1"]
|
||||
assert _task(record, "a").result == {"log": ["a:yes"]}
|
||||
|
||||
# B can still be answered, and the graph finishes normally.
|
||||
result = graph.invoke(
|
||||
Command(resume={_interrupt_by_value(snapshot, "B").id: "ok"}),
|
||||
config,
|
||||
durability=durability,
|
||||
)
|
||||
assert sorted(result["log"]) == ["a:yes", "b:ok"]
|
||||
assert calls == {"a": 2, "b": 3}
|
||||
snapshot = graph.get_state(config)
|
||||
assert snapshot.next == ()
|
||||
assert snapshot.interrupts == ()
|
||||
|
||||
# History still shows where each question was asked.
|
||||
asked = [
|
||||
_interrupt_values(s.interrupts)
|
||||
for s in graph.get_state_history(config)
|
||||
if s.interrupts
|
||||
]
|
||||
if durability != "exit":
|
||||
assert asked == [["A1", "B"]]
|
||||
|
||||
|
||||
@NEEDS_CONTEXTVARS
|
||||
async def test_finished_task_does_not_report_answered_interrupt_async(
|
||||
async_checkpointer: BaseCheckpointSaver,
|
||||
) -> None:
|
||||
calls: Counter[str] = Counter()
|
||||
graph = _build_parallel(async_checkpointer, calls)
|
||||
config = _config()
|
||||
|
||||
await graph.ainvoke({"log": []}, config)
|
||||
snapshot = await graph.aget_state(config)
|
||||
await graph.ainvoke(
|
||||
Command(resume={_interrupt_by_value(snapshot, "A1").id: "yes"}), config
|
||||
)
|
||||
|
||||
snapshot = await graph.aget_state(config)
|
||||
assert _interrupt_values(snapshot.interrupts) == ["B"]
|
||||
assert snapshot.next == ("b",)
|
||||
assert _task(snapshot, "a").interrupts == ()
|
||||
assert _task(snapshot, "a").result == {"log": ["a:yes"]}
|
||||
assert _interrupt_values(_task(snapshot, "b").interrupts) == ["B"]
|
||||
|
||||
record = await graph.aget_state(snapshot.config)
|
||||
assert _interrupt_values(record.interrupts) == ["A1", "B"]
|
||||
assert _interrupt_values(_task(record, "a").interrupts) == ["A1"]
|
||||
|
||||
result = await graph.ainvoke(
|
||||
Command(resume={_interrupt_by_value(snapshot, "B").id: "ok"}), config
|
||||
)
|
||||
assert sorted(result["log"]) == ["a:yes", "b:ok"]
|
||||
assert calls == {"a": 2, "b": 3}
|
||||
|
||||
|
||||
# --- Task A answered its first question and asked a second one ---
|
||||
|
||||
|
||||
def test_task_paused_at_second_question_stays_pending(
|
||||
sync_checkpointer: BaseCheckpointSaver,
|
||||
) -> None:
|
||||
calls: Counter[str] = Counter()
|
||||
graph = _build_parallel(sync_checkpointer, calls, a_questions=2)
|
||||
config = _config()
|
||||
|
||||
graph.invoke({"log": []}, config)
|
||||
snapshot = graph.get_state(config)
|
||||
graph.invoke(
|
||||
Command(resume={_interrupt_by_value(snapshot, "A1").id: "one"}), config
|
||||
)
|
||||
|
||||
snapshot = graph.get_state(config)
|
||||
assert _interrupt_values(snapshot.interrupts) == ["A2", "B"]
|
||||
# A is not finished: it has a saved answer, but no output.
|
||||
assert sorted(snapshot.next) == ["a", "b"]
|
||||
assert _interrupt_values(_task(snapshot, "a").interrupts) == ["A2"]
|
||||
assert _task(snapshot, "a").result is None
|
||||
assert _interrupt_values(_task(snapshot, "b").interrupts) == ["B"]
|
||||
|
||||
# Both remaining questions can be answered together.
|
||||
result = graph.invoke(
|
||||
Command(
|
||||
resume={
|
||||
_interrupt_by_value(snapshot, "A2").id: "two",
|
||||
_interrupt_by_value(snapshot, "B").id: "ok",
|
||||
}
|
||||
),
|
||||
config,
|
||||
)
|
||||
assert sorted(result["log"]) == ["a:one", "a:two", "b:ok"]
|
||||
snapshot = graph.get_state(config)
|
||||
assert snapshot.next == ()
|
||||
assert snapshot.interrupts == ()
|
||||
|
||||
|
||||
@NEEDS_CONTEXTVARS
|
||||
async def test_task_paused_at_second_question_stays_pending_async(
|
||||
async_checkpointer: BaseCheckpointSaver,
|
||||
) -> None:
|
||||
calls: Counter[str] = Counter()
|
||||
graph = _build_parallel(async_checkpointer, calls, a_questions=2)
|
||||
config = _config()
|
||||
|
||||
await graph.ainvoke({"log": []}, config)
|
||||
snapshot = await graph.aget_state(config)
|
||||
await graph.ainvoke(
|
||||
Command(resume={_interrupt_by_value(snapshot, "A1").id: "one"}), config
|
||||
)
|
||||
|
||||
snapshot = await graph.aget_state(config)
|
||||
assert _interrupt_values(snapshot.interrupts) == ["A2", "B"]
|
||||
assert sorted(snapshot.next) == ["a", "b"]
|
||||
assert _interrupt_values(_task(snapshot, "a").interrupts) == ["A2"]
|
||||
assert _task(snapshot, "a").result is None
|
||||
|
||||
|
||||
def test_task_paused_at_second_question_then_other_task_finishes(
|
||||
sync_checkpointer: BaseCheckpointSaver,
|
||||
) -> None:
|
||||
calls: Counter[str] = Counter()
|
||||
graph = _build_parallel(sync_checkpointer, calls, a_questions=2)
|
||||
config = _config()
|
||||
|
||||
graph.invoke({"log": []}, config)
|
||||
snapshot = graph.get_state(config)
|
||||
graph.invoke(
|
||||
Command(resume={_interrupt_by_value(snapshot, "A1").id: "one"}), config
|
||||
)
|
||||
snapshot = graph.get_state(config)
|
||||
graph.invoke(Command(resume={_interrupt_by_value(snapshot, "B").id: "ok"}), config)
|
||||
|
||||
snapshot = graph.get_state(config)
|
||||
assert _interrupt_values(snapshot.interrupts) == ["A2"]
|
||||
assert snapshot.next == ("a",)
|
||||
assert _task(snapshot, "b").interrupts == ()
|
||||
assert _task(snapshot, "b").result == {"log": ["b:ok"]}
|
||||
|
||||
result = graph.invoke(
|
||||
Command(resume={_interrupt_by_value(snapshot, "A2").id: "two"}), config
|
||||
)
|
||||
assert sorted(result["log"]) == ["a:one", "a:two", "b:ok"]
|
||||
|
||||
|
||||
def test_resume_without_id_rejected_when_second_question_and_other_task_pending(
|
||||
sync_checkpointer: BaseCheckpointSaver,
|
||||
) -> None:
|
||||
calls: Counter[str] = Counter()
|
||||
graph = _build_parallel(sync_checkpointer, calls, a_questions=2)
|
||||
config = _config()
|
||||
|
||||
graph.invoke({"log": []}, config)
|
||||
snapshot = graph.get_state(config)
|
||||
graph.invoke(
|
||||
Command(resume={_interrupt_by_value(snapshot, "A1").id: "one"}), config
|
||||
)
|
||||
|
||||
# A2 and B are both waiting, so a resume value without an id is ambiguous.
|
||||
with pytest.raises(RuntimeError, match="multiple pending interrupts"):
|
||||
graph.invoke(Command(resume="ambiguous"), config)
|
||||
|
||||
|
||||
def test_resume_without_id_rejected_when_subgraph_has_parallel_interrupts(
|
||||
sync_checkpointer: BaseCheckpointSaver,
|
||||
) -> None:
|
||||
# A subgraph node whose child graph pauses in two parallel nodes records
|
||||
# both interrupts under one parent task. Both count as pending, so a resume
|
||||
# value without an id is ambiguous. (Before, only the first was counted and
|
||||
# the value went to whichever interrupt consumed it first.)
|
||||
child_builder = StateGraph(State)
|
||||
child_builder.add_node("a", lambda s: {"log": [f"a:{interrupt('A')}"]})
|
||||
child_builder.add_node("b", lambda s: {"log": [f"b:{interrupt('B')}"]})
|
||||
child_builder.add_edge(START, "a")
|
||||
child_builder.add_edge(START, "b")
|
||||
|
||||
builder = StateGraph(State)
|
||||
builder.add_node("child", child_builder.compile())
|
||||
builder.add_edge(START, "child")
|
||||
graph = builder.compile(checkpointer=sync_checkpointer)
|
||||
config = _config()
|
||||
|
||||
graph.invoke({"log": []}, config)
|
||||
snapshot = graph.get_state(config)
|
||||
assert _interrupt_values(snapshot.interrupts) == ["A", "B"]
|
||||
|
||||
with pytest.raises(RuntimeError, match="multiple pending interrupts"):
|
||||
graph.invoke(Command(resume="ambiguous"), config)
|
||||
|
||||
result = graph.invoke(
|
||||
Command(
|
||||
resume={
|
||||
_interrupt_by_value(snapshot, "A").id: "x",
|
||||
_interrupt_by_value(snapshot, "B").id: "y",
|
||||
}
|
||||
),
|
||||
config,
|
||||
)
|
||||
assert sorted(result["log"]) == ["a:x", "b:y"]
|
||||
|
||||
|
||||
# --- Task A finished with an empty or falsy result ---
|
||||
|
||||
|
||||
@pytest.mark.parametrize(
|
||||
"a_returns",
|
||||
[None, {}, {"count": 0}, {"log": []}],
|
||||
ids=["none", "empty_dict", "zero", "empty_list"],
|
||||
)
|
||||
def test_task_finished_with_falsy_result(
|
||||
sync_checkpointer: BaseCheckpointSaver, a_returns: Any
|
||||
) -> None:
|
||||
calls: Counter[str] = Counter()
|
||||
graph = _build_parallel(sync_checkpointer, calls, a_returns=a_returns)
|
||||
config = _config()
|
||||
|
||||
graph.invoke({"log": []}, config)
|
||||
snapshot = graph.get_state(config)
|
||||
graph.invoke(
|
||||
Command(resume={_interrupt_by_value(snapshot, "A1").id: "yes"}), config
|
||||
)
|
||||
|
||||
snapshot = graph.get_state(config)
|
||||
assert _interrupt_values(snapshot.interrupts) == ["B"]
|
||||
assert snapshot.next == ("b",)
|
||||
assert _task(snapshot, "a").interrupts == ()
|
||||
|
||||
graph.invoke(Command(resume={_interrupt_by_value(snapshot, "B").id: "ok"}), config)
|
||||
# A already finished, so resuming B must not run A again.
|
||||
assert calls == {"a": 2, "b": 3}
|
||||
snapshot = graph.get_state(config)
|
||||
assert snapshot.next == ()
|
||||
assert snapshot.interrupts == ()
|
||||
|
||||
|
||||
@pytest.mark.parametrize("a_returns", [None, {"count": 0}], ids=["none", "zero"])
|
||||
@NEEDS_CONTEXTVARS
|
||||
async def test_task_finished_with_falsy_result_async(
|
||||
async_checkpointer: BaseCheckpointSaver, a_returns: Any
|
||||
) -> None:
|
||||
calls: Counter[str] = Counter()
|
||||
graph = _build_parallel(async_checkpointer, calls, a_returns=a_returns)
|
||||
config = _config()
|
||||
|
||||
await graph.ainvoke({"log": []}, config)
|
||||
snapshot = await graph.aget_state(config)
|
||||
await graph.ainvoke(
|
||||
Command(resume={_interrupt_by_value(snapshot, "A1").id: "yes"}), config
|
||||
)
|
||||
|
||||
snapshot = await graph.aget_state(config)
|
||||
assert _interrupt_values(snapshot.interrupts) == ["B"]
|
||||
assert snapshot.next == ("b",)
|
||||
assert _task(snapshot, "a").interrupts == ()
|
||||
|
||||
await graph.ainvoke(
|
||||
Command(resume={_interrupt_by_value(snapshot, "B").id: "ok"}), config
|
||||
)
|
||||
assert calls == {"a": 2, "b": 3}
|
||||
|
||||
|
||||
# --- Subgraphs and the functional API ---
|
||||
|
||||
|
||||
def test_parallel_subgraphs_report_only_pending_interrupts(
|
||||
sync_checkpointer: BaseCheckpointSaver,
|
||||
) -> None:
|
||||
class ChildState(TypedDict):
|
||||
prompt: str
|
||||
answers: Annotated[list[str], operator.add]
|
||||
|
||||
def ask(state: ChildState) -> dict[str, Any]:
|
||||
return {"answers": [interrupt(state["prompt"])]}
|
||||
|
||||
child_builder = StateGraph(ChildState)
|
||||
child_builder.add_node("ask", ask)
|
||||
child_builder.add_edge(START, "ask")
|
||||
child = child_builder.compile()
|
||||
|
||||
class ParentState(TypedDict):
|
||||
answers: Annotated[list[str], operator.add]
|
||||
|
||||
builder = StateGraph(ParentState)
|
||||
builder.add_node("child", child)
|
||||
builder.add_conditional_edges(
|
||||
START,
|
||||
lambda _: [Send("child", {"prompt": p, "answers": []}) for p in ("a", "b")],
|
||||
["child"],
|
||||
)
|
||||
graph = builder.compile(checkpointer=sync_checkpointer)
|
||||
config = _config()
|
||||
|
||||
graph.invoke({"answers": []}, config)
|
||||
snapshot = graph.get_state(config)
|
||||
assert _interrupt_values(snapshot.interrupts) == ["a", "b"]
|
||||
graph.invoke(Command(resume={_interrupt_by_value(snapshot, "a").id: "x"}), config)
|
||||
|
||||
snapshot = graph.get_state(config)
|
||||
assert _interrupt_values(snapshot.interrupts) == ["b"]
|
||||
assert snapshot.next == ("child",)
|
||||
finished = next(t for t in snapshot.tasks if t.result is not None)
|
||||
assert finished.interrupts == ()
|
||||
assert finished.result == {"answers": ["x"]}
|
||||
|
||||
result = graph.invoke(
|
||||
Command(resume={_interrupt_by_value(snapshot, "b").id: "y"}), config
|
||||
)
|
||||
assert sorted(result["answers"]) == ["x", "y"]
|
||||
|
||||
|
||||
def test_functional_task_finished_with_none_is_not_rerun(
|
||||
sync_checkpointer: BaseCheckpointSaver,
|
||||
) -> None:
|
||||
calls: Counter[str] = Counter()
|
||||
|
||||
@task
|
||||
def ask_a() -> None:
|
||||
calls["a"] += 1
|
||||
interrupt("A")
|
||||
|
||||
@task
|
||||
def ask_b() -> str:
|
||||
calls["b"] += 1
|
||||
return interrupt("B")
|
||||
|
||||
@entrypoint(checkpointer=sync_checkpointer)
|
||||
def workflow(_: Any) -> list[Any]:
|
||||
a, b = ask_a(), ask_b()
|
||||
return [a.result(), b.result()]
|
||||
|
||||
config = _config()
|
||||
workflow.invoke(1, config)
|
||||
snapshot = workflow.get_state(config)
|
||||
workflow.invoke(
|
||||
Command(resume={_interrupt_by_value(snapshot, "A").id: "x"}), config
|
||||
)
|
||||
|
||||
snapshot = workflow.get_state(config)
|
||||
assert _interrupt_values(snapshot.interrupts) == ["B"]
|
||||
|
||||
result = workflow.invoke(
|
||||
Command(resume={_interrupt_by_value(snapshot, "B").id: "y"}), config
|
||||
)
|
||||
assert result == [None, "y"]
|
||||
assert calls == {"a": 2, "b": 3}
|
||||
|
||||
|
||||
# --- Reading task status from recorded writes ---
|
||||
|
||||
|
||||
def test_read_task_statuses() -> None:
|
||||
a1 = Interrupt(value="A1", id="a")
|
||||
a2 = Interrupt(value="A2", id="a")
|
||||
b = Interrupt(value="B", id="b")
|
||||
error = ValueError("boom")
|
||||
|
||||
statuses = read_task_statuses(
|
||||
[
|
||||
# answered and finished: old interrupt stays recorded
|
||||
("finished", INTERRUPT, (a1,)),
|
||||
("finished", RESUME, ["yes"]),
|
||||
("finished", "log", ["a:yes"]),
|
||||
# answered once, then paused at a second question
|
||||
("paused", INTERRUPT, (a2,)),
|
||||
("paused", RESUME, ["one"]),
|
||||
# finished with no output
|
||||
("no_output", INTERRUPT, (b,)),
|
||||
("no_output", RESUME, ["ok"]),
|
||||
("no_output", NO_WRITES, None),
|
||||
# functional task that returned None
|
||||
("returned_none", RETURN, None),
|
||||
# failed
|
||||
("failed", ERROR, error),
|
||||
# not a task
|
||||
(NULL_TASK_ID, RESUME, "global"),
|
||||
]
|
||||
)
|
||||
|
||||
assert set(statuses) == {
|
||||
"finished",
|
||||
"paused",
|
||||
"no_output",
|
||||
"returned_none",
|
||||
"failed",
|
||||
}
|
||||
|
||||
assert statuses["finished"].finished
|
||||
assert statuses["finished"].interrupts == (a1,)
|
||||
assert statuses["finished"].pending_interrupts == ()
|
||||
assert statuses["finished"].output == (("log", ["a:yes"]),)
|
||||
|
||||
assert not statuses["paused"].finished
|
||||
assert statuses["paused"].interrupts == (a2,)
|
||||
assert statuses["paused"].pending_interrupts == (a2,)
|
||||
assert statuses["paused"].output == ()
|
||||
|
||||
assert statuses["no_output"].finished
|
||||
assert statuses["no_output"].interrupts == (b,)
|
||||
assert statuses["no_output"].pending_interrupts == ()
|
||||
|
||||
assert statuses["returned_none"].finished
|
||||
assert statuses["returned_none"].output == ((RETURN, None),)
|
||||
|
||||
assert not statuses["failed"].finished
|
||||
assert statuses["failed"].error is error
|
||||
@@ -152,6 +152,11 @@ def test_empty_inputs():
|
||||
]
|
||||
|
||||
|
||||
def test_invalid_format():
|
||||
with pytest.raises(ValueError, match="Unrecognized format="):
|
||||
add_messages([], [], format="invalid")
|
||||
|
||||
|
||||
def test_non_list_inputs():
|
||||
left = HumanMessage(content="Hello", id="1")
|
||||
right = AIMessage(content="Hi there!", id="2")
|
||||
|
||||
@@ -9410,6 +9410,192 @@ def test_fork_does_not_apply_pending_writes(
|
||||
assert result == {"value": 121}
|
||||
|
||||
|
||||
def _extend(state: list, writes: list[list]) -> list:
|
||||
return [*state, *(v for write in writes for v in write)]
|
||||
|
||||
|
||||
class _IntVersionSaver(InMemorySaver):
|
||||
"""Integer versions tie exactly where `InMemorySaver`'s break at random."""
|
||||
|
||||
get_next_version = BaseCheckpointSaver.get_next_version
|
||||
|
||||
|
||||
def _build_chain_after_a_delta_channel() -> Pregel:
|
||||
return Pregel(
|
||||
nodes={
|
||||
"a": NodeBuilder().subscribe_only("inp").do(lambda _: ["a"]).write_to("d"),
|
||||
"b": NodeBuilder().subscribe_only("d").do(lambda _: "b").write_to("x"),
|
||||
"c": NodeBuilder().subscribe_only("x").do(lambda _: "c").write_to("out"),
|
||||
},
|
||||
channels={
|
||||
"inp": LastValue(str),
|
||||
"d": DeltaChannel(_extend, snapshot_frequency=1),
|
||||
"x": LastValue(str),
|
||||
"out": LastValue(str),
|
||||
},
|
||||
input_channels=["inp"],
|
||||
output_channels=["out"],
|
||||
checkpointer=_IntVersionSaver(),
|
||||
)
|
||||
|
||||
|
||||
def test_update_state_after_an_exit_snapshot_infers_the_last_writer() -> None:
|
||||
graph = _build_chain_after_a_delta_channel()
|
||||
config = {"configurable": {"thread_id": "t"}}
|
||||
graph.invoke({"inp": "go"}, config, durability="exit")
|
||||
|
||||
graph.update_state(config, "u")
|
||||
|
||||
values = graph.get_state(config).values
|
||||
assert values["out"] == "u", (
|
||||
f"the update should apply as c, the last node to write, but state is {values}"
|
||||
)
|
||||
|
||||
|
||||
async def test_aupdate_state_after_an_exit_snapshot_infers_the_last_writer() -> None:
|
||||
graph = _build_chain_after_a_delta_channel()
|
||||
config = {"configurable": {"thread_id": "t"}}
|
||||
await graph.ainvoke({"inp": "go"}, config, durability="exit")
|
||||
|
||||
await graph.aupdate_state(config, "u")
|
||||
|
||||
values = (await graph.aget_state(config)).values
|
||||
assert values["out"] == "u", (
|
||||
f"the update should apply as c, the last node to write, but state is {values}"
|
||||
)
|
||||
|
||||
|
||||
def test_update_state_after_a_fork_seal_infers_the_subscriber_that_ran() -> None:
|
||||
graph = Pregel(
|
||||
nodes={
|
||||
"a": NodeBuilder()
|
||||
.subscribe_only("inp")
|
||||
.do(lambda _: ["a"])
|
||||
.write_to("d", go="go"),
|
||||
"c": NodeBuilder().subscribe_only("go").do(lambda _: ["c"]).write_to("d"),
|
||||
"b": NodeBuilder().subscribe_only("d").do(lambda _: "b").write_to("out"),
|
||||
},
|
||||
channels={
|
||||
"inp": LastValue(str),
|
||||
"go": EphemeralValue(str),
|
||||
"d": DeltaChannel(_extend),
|
||||
"out": LastValue(str),
|
||||
},
|
||||
input_channels=["inp"],
|
||||
output_channels=["out"],
|
||||
checkpointer=_IntVersionSaver(),
|
||||
)
|
||||
config = {"configurable": {"thread_id": "t"}}
|
||||
graph.invoke({"inp": "go"}, config)
|
||||
base = next(s for s in graph.get_state_history(config) if s.metadata["step"] == 0)
|
||||
graph.invoke(None, graph.update_state(base.config, "u", as_node="b"))
|
||||
|
||||
graph.update_state(config, "w")
|
||||
|
||||
values = graph.get_state(config).values
|
||||
assert values["out"] == "w", (
|
||||
f"the update should apply as b, the last node to run, but state is {values}"
|
||||
)
|
||||
|
||||
|
||||
def test_update_state_after_a_fork_seal_infers_the_node_whose_read_it_advanced() -> (
|
||||
None
|
||||
):
|
||||
graph = Pregel(
|
||||
nodes={
|
||||
"a": NodeBuilder().subscribe_only("inp").do(lambda _: ["a"]).write_to("d"),
|
||||
"b": NodeBuilder().subscribe_only("d").do(lambda _: "b").write_to("out"),
|
||||
},
|
||||
channels={
|
||||
"inp": LastValue(str),
|
||||
"d": DeltaChannel(_extend),
|
||||
"out": LastValue(str),
|
||||
},
|
||||
input_channels=["inp"],
|
||||
output_channels=["out"],
|
||||
checkpointer=_IntVersionSaver(),
|
||||
)
|
||||
config = {"configurable": {"thread_id": "t"}}
|
||||
graph.invoke({"inp": "1"}, config)
|
||||
graph.invoke({"inp": "2"}, config)
|
||||
base = next(s for s in graph.get_state_history(config) if s.next == ("a",))
|
||||
fork = graph.update_state(base.config, "u", as_node="b")
|
||||
|
||||
graph.update_state(fork, "w")
|
||||
|
||||
values = graph.get_state(config).values
|
||||
assert values["out"] == "w", (
|
||||
f"the update should apply as b, the last node to read, but state is {values}"
|
||||
)
|
||||
|
||||
|
||||
def test_update_state_after_a_snapshotting_update_infers_the_last_writer() -> None:
|
||||
graph = _build_chain_after_a_delta_channel()
|
||||
config = {"configurable": {"thread_id": "t"}}
|
||||
graph.update_state(config, ["u"], as_node="a")
|
||||
graph.invoke(None, config, interrupt_after=["b"])
|
||||
|
||||
graph.update_state(config, "u")
|
||||
|
||||
values = graph.get_state(config).values
|
||||
assert values.get("x") == "u", (
|
||||
f"the update should apply as b, the last node to write, but state is {values}"
|
||||
)
|
||||
|
||||
|
||||
async def test_aupdate_state_after_a_snapshotting_update_infers_the_last_writer() -> (
|
||||
None
|
||||
):
|
||||
graph = _build_chain_after_a_delta_channel()
|
||||
config = {"configurable": {"thread_id": "t"}}
|
||||
await graph.aupdate_state(config, ["u"], as_node="a")
|
||||
await graph.ainvoke(None, config, interrupt_after=["b"])
|
||||
|
||||
await graph.aupdate_state(config, "u")
|
||||
|
||||
values = (await graph.aget_state(config)).values
|
||||
assert values.get("x") == "u", (
|
||||
f"the update should apply as b, the last node to write, but state is {values}"
|
||||
)
|
||||
|
||||
|
||||
class _UpdatesOnlyState(TypedDict):
|
||||
x: Annotated[list[str], operator.add]
|
||||
|
||||
|
||||
def _graph_never_run() -> Any:
|
||||
return (
|
||||
StateGraph(_UpdatesOnlyState)
|
||||
.add_node("a", lambda _: {"x": ["a"]})
|
||||
.add_node("b", lambda _: {"x": ["b"]})
|
||||
.add_edge(START, "a")
|
||||
.add_edge("a", "b")
|
||||
.compile(checkpointer=InMemorySaver())
|
||||
)
|
||||
|
||||
|
||||
def test_update_state_on_a_thread_seeded_by_updates_applies_as_input() -> None:
|
||||
graph = _graph_never_run()
|
||||
config = {"configurable": {"thread_id": "t"}}
|
||||
graph.update_state(config, {"x": ["u1"]})
|
||||
|
||||
graph.update_state(config, {"x": ["u2"]})
|
||||
|
||||
state = graph.get_state(config)
|
||||
assert (state.values["x"], state.next) == (["u1", "u2"], ("a",))
|
||||
|
||||
|
||||
async def test_aupdate_state_on_a_thread_seeded_by_updates_applies_as_input() -> None:
|
||||
graph = _graph_never_run()
|
||||
config = {"configurable": {"thread_id": "t"}}
|
||||
await graph.aupdate_state(config, {"x": ["u1"]})
|
||||
|
||||
await graph.aupdate_state(config, {"x": ["u2"]})
|
||||
|
||||
state = await graph.aget_state(config)
|
||||
assert (state.values["x"], state.next) == (["u1", "u2"], ("a",))
|
||||
|
||||
|
||||
async def test_delta_channel_end_to_end_inmemory() -> None:
|
||||
"""Full graph run: DeltaChannel accumulates correctly across multiple turns."""
|
||||
|
||||
|
||||
@@ -2755,6 +2755,7 @@ def test_error_handler_resumes_after_crash_multiple_nodes():
|
||||
|
||||
call_count = {"a": 0, "b": 0, "handler_a": 0, "handler_b": 0}
|
||||
handler_a_started = threading.Event()
|
||||
handler_b_started = threading.Event()
|
||||
|
||||
def node_a(state: State) -> State:
|
||||
call_count["a"] += 1
|
||||
@@ -2775,6 +2776,7 @@ def test_error_handler_resumes_after_crash_multiple_nodes():
|
||||
assert "a failed" in str(error.error)
|
||||
handler_a_started.set()
|
||||
if handler_should_fail[0]:
|
||||
assert handler_b_started.wait(timeout=5), "handler_b never started"
|
||||
raise RuntimeError("handler_a crash")
|
||||
return {"results": [f"recovered_a:{error.node}"]}
|
||||
|
||||
@@ -2782,6 +2784,7 @@ def test_error_handler_resumes_after_crash_multiple_nodes():
|
||||
call_count["handler_b"] += 1
|
||||
assert error.node == "b"
|
||||
assert "b failed" in str(error.error)
|
||||
handler_b_started.set()
|
||||
if handler_should_fail[0]:
|
||||
raise RuntimeError("handler_b crash")
|
||||
return {"results": [f"recovered_b:{error.node}"]}
|
||||
|
||||
Generated
+66
-66
@@ -1404,7 +1404,7 @@ wheels = [
|
||||
|
||||
[[package]]
|
||||
name = "langchain-core"
|
||||
version = "1.6.1"
|
||||
version = "1.6.5"
|
||||
source = { registry = "https://pypi.org/simple" }
|
||||
dependencies = [
|
||||
{ name = "httpx" },
|
||||
@@ -1418,9 +1418,9 @@ dependencies = [
|
||||
{ name = "typing-extensions" },
|
||||
{ name = "uuid-utils" },
|
||||
]
|
||||
sdist = { url = "https://files.pythonhosted.org/packages/90/12/aff76ca89c219ebe6f9dd3c5dbc4e3b1cf5450e9fc7037dccad23d45cd7a/langchain_core-1.6.1.tar.gz", hash = "sha256:1b156cb395aac4f009a8a1b38a574c7d948fe2d5f74c96e0d8a5017b4149e04f", size = 1003359, upload-time = "2026-08-27T19:31:14.956Z" }
|
||||
sdist = { url = "https://files.pythonhosted.org/packages/ed/ed/ceecd3bfcfc77a94cf30a9f1506e907fdea447458825e01914a72d2d1a6f/langchain_core-1.6.5.tar.gz", hash = "sha256:bdb059fef65473fd444558dbb18f50901657402c43ceed9dc0fdc7b76a393c6b", size = 1007041, upload-time = "2026-09-24T18:11:06.487Z" }
|
||||
wheels = [
|
||||
{ url = "https://files.pythonhosted.org/packages/8e/25/f50dd65673c819aa33d3c34df58c115dbb6ec627d19f93e6e401dd0fc8d7/langchain_core-1.6.1-py3-none-any.whl", hash = "sha256:954a84132a5cb0435d27b910e336347b6744ecc18fbeef1e2de7029a0959841a", size = 571478, upload-time = "2026-08-27T19:31:13.34Z" },
|
||||
{ url = "https://files.pythonhosted.org/packages/59/68/447ac7e734990b7ed9dcfc3b6dee9a4cd4d4169e296429fa71a9a47c1c7b/langchain_core-1.6.5-py3-none-any.whl", hash = "sha256:54c7b0e9314b9084fb04405bb33dc5d32986d512d92b7b8863899cd5f6267556", size = 572136, upload-time = "2026-09-24T18:11:04.837Z" },
|
||||
]
|
||||
|
||||
[[package]]
|
||||
@@ -1917,13 +1917,13 @@ dev = [
|
||||
{ name = "pytest-asyncio" },
|
||||
{ name = "pytest-mock" },
|
||||
{ name = "pytest-watch" },
|
||||
{ name = "ruff", specifier = "==0.16.5" },
|
||||
{ name = "ruff", specifier = "==0.16.9" },
|
||||
{ name = "starlette" },
|
||||
{ name = "ty" },
|
||||
]
|
||||
lint = [
|
||||
{ name = "codespell" },
|
||||
{ name = "ruff", specifier = "==0.16.5" },
|
||||
{ name = "ruff", specifier = "==0.16.9" },
|
||||
{ name = "starlette" },
|
||||
{ name = "ty" },
|
||||
]
|
||||
@@ -2146,7 +2146,7 @@ wheels = [
|
||||
|
||||
[[package]]
|
||||
name = "notebook"
|
||||
version = "7.5.6"
|
||||
version = "7.5.7"
|
||||
source = { registry = "https://pypi.org/simple" }
|
||||
dependencies = [
|
||||
{ name = "jupyter-server" },
|
||||
@@ -2155,9 +2155,9 @@ dependencies = [
|
||||
{ name = "notebook-shim" },
|
||||
{ name = "tornado" },
|
||||
]
|
||||
sdist = { url = "https://files.pythonhosted.org/packages/2a/c2/cf59bd2e6f2c8b976b52477e3e53bf6f97bc714ed046a51821afb428eaee/notebook-7.5.6.tar.gz", hash = "sha256:621174aade80108f0020b0f00738000b215f75fa3cd90771ad7aa0f24536a4e1", size = 14170814, upload-time = "2026-04-30T11:46:26.613Z" }
|
||||
sdist = { url = "https://files.pythonhosted.org/packages/3e/c4/f71f8716f2903e9e817a47f534b9fd84831e155e2acb32c26691c8e06243/notebook-7.5.7.tar.gz", hash = "sha256:d6d59288a25303b25e1dcb71e9b017ec3a785f7d92f38b9bc288ca1970d5b0a8", size = 14171612, upload-time = "2026-06-04T18:33:45.224Z" }
|
||||
wheels = [
|
||||
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]
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[[package]]
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Reference in New Issue
Block a user