Valeriy Selitskiy commited on
Commit
c56db82
·
1 Parent(s): 563dfa2

Promote optimized Chrome WebGPU runtime

Browse files
.gitattributes CHANGED
@@ -1,3 +1,4 @@
1
  public/wasm/*.wasm filter=lfs diff=lfs merge=lfs -text
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  dist/wasm/wllama-compat.wasm filter=lfs diff=lfs merge=lfs -text
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  dist/wasm/wllama.wasm filter=lfs diff=lfs merge=lfs -text
 
 
1
  public/wasm/*.wasm filter=lfs diff=lfs merge=lfs -text
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  dist/wasm/wllama-compat.wasm filter=lfs diff=lfs merge=lfs -text
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  dist/wasm/wllama.wasm filter=lfs diff=lfs merge=lfs -text
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+ vendor/wllama-bonsai/PATCH.diff whitespace=-blank-at-eol
README.md CHANGED
@@ -71,6 +71,11 @@ enables it. Model storage uses the browser cache/OPFS path exposed by wllama and
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  requests persistent storage before the first model byte is downloaded. A browser
72
  denial is non-fatal, and the storage panel lets the operator request it again.
73
 
 
 
 
 
 
74
  Every fresh or cached shard is accepted only after an incremental SHA-256 over
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  its actual bytes. Hashing reads `Blob.stream()` and does not buffer a whole
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  shard in JavaScript memory. A failed shard is removed and a retry restarts that
@@ -115,18 +120,19 @@ the forced reference logprob, natural top five, mean NLL, and perplexity
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  separate from the natural browser generation. This scoring method is not
116
  available to normal chat.
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- On the pinned Apple `metal-3` validation path, the latest completed 1,024-token
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- 27B run reached 11.3 tok/s with one graph, zero CPU ops, and 65/65 GPU layers.
 
 
 
120
  Exact CPU/browser token parity remains `NO-GO` because the first natural
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  mismatch is a reciprocal 13/198 top-one/top-two flip at position 30. The
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  separate numerical gate passes: browser and native CPU mean NLL are
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- 0.0456380321 and 0.0455182718 (absolute delta 0.0001197604 against a 0.01
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- limit), with near-tie margins 0.006506 and 0.003605. This supports a bounded
125
  GPU floating-point tolerance; it is not a bit-exact parity claim. That run
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- predates the current response-queue and UTF-8 serialization rebuild. The v1.2.2
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- UI/runtime release retains it as historical evidence; an equivalent 27B rerun
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- on the exact hashes below remains open, and the release does not claim bit-exact
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- browser/native parity.
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  `n_batch`, `n_ubatch`, Flash Attention, paired K/V cache types, and the pinned
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  JSPI/compat WASM flavor are available there as explicitly experimental
@@ -175,11 +181,12 @@ stay in the browser; only model/static asset downloads contact Hugging Face.
175
  - Dawn native WebGPU validation: `18eb229ef5f707c1464cc581252e7603c73a3ef0`
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  - custom wllama source: `912c18b75d4358c1405a64646b8dbe43a205943b`
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  - custom nested llama.cpp: `00fa7cb284cbf133fc426733bd64238a3588a33e`
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- - custom patch set: `b7ce08a2772f18728dd55b230d9b989978ed6ee8eb8b919ece75b95de2c4f9b8`
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  - custom ESM: `9a3d15ca29924927b6e95971c5b355f54b581f74089bd74975a063416f7fc65d`
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- - JSPI WASM: `47b596bc468c7f10f290865222d4d1915f93dcc923d9a90b98bfde20531f8122`
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  - compat WASM: `91f1566e3dfa4cd591d902c03bfc2c92c9ceef8d5ce93cecae197ee1f4f5dd5d`
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  - compat worker: `0b667db536815fb9e5dc9ffbfbd6ba29affdda38a4ba892d5372ddb41ce9a8c8`
 
183
 
184
  The vendored runtime exposes the validated token-embedding WebGPU placement
185
  needed for single-graph Bonsai inference and fails closed when placement or the
 
71
  requests persistent storage before the first model byte is downloaded. A browser
72
  denial is non-fatal, and the storage panel lets the operator request it again.
73
 
74
+ The Chrome/Edge JSPI release uses the validated raw-layout vec4 Q1_0 WG64
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+ matvec kernel. Safari keeps the scalar Q1_0 compat/Asyncify runtime; the two
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+ paths have independent artifact hashes and the browser selects between them
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+ automatically.
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+
79
  Every fresh or cached shard is accepted only after an incremental SHA-256 over
80
  its actual bytes. Hashing reads `Blob.stream()` and does not buffer a whole
81
  shard in JavaScript memory. A failed shard is removed and a retry restarts that
 
120
  separate from the natural browser generation. This scoring method is not
121
  available to normal chat.
122
 
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+ On the pinned Apple `metal-3` validation path, the current JSPI 1,024-token
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+ 27B run reached 12.1 tok/s with one graph, zero CPU ops, and 65/65 GPU layers.
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+ The exact-current scalar control reached 10.25 tok/s. Both arms returned the
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+ same 1,024 token IDs, the same top-five candidate IDs at every position, and
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+ the same visible text; the promoted vec4 arm improved decode by 18.05%.
128
  Exact CPU/browser token parity remains `NO-GO` because the first natural
129
  mismatch is a reciprocal 13/198 top-one/top-two flip at position 30. The
130
  separate numerical gate passes: browser and native CPU mean NLL are
131
+ 0.0456365662 and 0.0455182718 (absolute delta 0.0001182944 against a 0.01
132
+ limit), with near-tie margins 0.006769 and 0.003605. This supports a bounded
133
  GPU floating-point tolerance; it is not a bit-exact parity claim. That run
134
+ uses the exact JSPI and patch hashes published below; the release does not
135
+ claim bit-exact browser/native parity.
 
 
136
 
137
  `n_batch`, `n_ubatch`, Flash Attention, paired K/V cache types, and the pinned
138
  JSPI/compat WASM flavor are available there as explicitly experimental
 
181
  - Dawn native WebGPU validation: `18eb229ef5f707c1464cc581252e7603c73a3ef0`
182
  - custom wllama source: `912c18b75d4358c1405a64646b8dbe43a205943b`
183
  - custom nested llama.cpp: `00fa7cb284cbf133fc426733bd64238a3588a33e`
184
+ - custom patch set: `0a1d7ac5b0edb62cdb8ff5e5e0005c07b5a2fb7a91059f678c49d973fa456949`
185
  - custom ESM: `9a3d15ca29924927b6e95971c5b355f54b581f74089bd74975a063416f7fc65d`
186
+ - JSPI WASM: `93ebb472969c4ccfe9d406e2ebd043da288a6d513a180a57827211278f4c82ed`
187
  - compat WASM: `91f1566e3dfa4cd591d902c03bfc2c92c9ceef8d5ce93cecae197ee1f4f5dd5d`
188
  - compat worker: `0b667db536815fb9e5dc9ffbfbd6ba29affdda38a4ba892d5372ddb41ce9a8c8`
189
+ - JSPI Q1_0 profile: raw-layout vec4 WG64; Safari compat Q1_0 profile: scalar
190
 
191
  The vendored runtime exposes the validated token-embedding WebGPU placement
192
  needed for single-graph Bonsai inference and fails closed when placement or the
dist/assets/{c-BfVIS5HT.js → c-BxVGF7Z6.js} RENAMED
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dist/assets/{cpp-CE_3eA8N.js → cpp-DcRsvnJx.js} RENAMED
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dist/assets/{graphql-BCaUV-x2.js → graphql-B7nhXsxZ.js} RENAMED
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dist/assets/{index-ClyWMapn.js → index-BG1J5OCa.js} RENAMED
The diff for this file is too large to render. See raw diff
 
dist/assets/{java-BLOhtC_H.js → java-B4ftHpwl.js} RENAMED
@@ -1 +1 @@
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dist/assets/{jsx-DpRp4aWG.js → jsx-UwzDlu6H.js} RENAMED
The diff for this file is too large to render. See raw diff
 
dist/assets/{lua-C-_80gca.js → lua-_O_Dryxt.js} RENAMED
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dist/assets/{nginx-1WjCUIuW.js → nginx-C6vjG7Cy.js} RENAMED
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1
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dist/assets/{perl-l0tV_x6z.js → perl-B9totjCI.js} RENAMED
@@ -1 +1 @@
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dist/assets/{php-Bt2Viq64.js → php-B5HvHpBC.js} RENAMED
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dist/assets/{ruby-BZvcZM8g.js → ruby-Clip1p1E.js} RENAMED
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dist/assets/{tsx-DK74lezT.js → tsx-5WbYwW5u.js} RENAMED
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dist/assets/{typescript-BJ72JT8S.js → typescript-Z4ZfncHO.js} RENAMED
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dist/assets/{worker-BeiywEOP.js → worker-DqBHcl81.js} RENAMED
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dist/assets/{xml-B6Le2Txq.js → xml-UpmwBBYx.js} RENAMED
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([-A-Za-z]+)","name":"entity.other.attribute-name.xml"},{"include":"#doublequotedString"},{"include":"#singlequotedString"}]},{"begin":"(<!)(DOCTYPE)\\\\s+([:A-Z_a-z][-.0-:A-Z_a-z]*)","captures":{"1":{"name":"punctuation.definition.tag.xml"},"2":{"name":"keyword.other.doctype.xml"},"3":{"name":"variable.language.documentroot.xml"}},"end":"\\\\s*(>)","name":"meta.tag.sgml.doctype.xml","patterns":[{"include":"#internalSubset"}]},{"include":"#comments"},{"begin":"(<)((?:([-0-9A-Z_a-z]+)(:))?([-0-:A-Z_a-z]+))(?=(\\\\s[^>]*)?></\\\\2>)","beginCaptures":{"1":{"name":"punctuation.definition.tag.xml"},"2":{"name":"entity.name.tag.xml"},"3":{"name":"entity.name.tag.namespace.xml"},"4":{"name":"punctuation.separator.namespace.xml"},"5":{"name":"entity.name.tag.localname.xml"}},"end":"(>)(</)((?:([-0-9A-Z_a-z]+)(:))?([-0-:A-Z_a-z]+))(>)","endCaptures":{"1":{"name":"punctuation.definition.tag.xml"},"2":{"name":"punctuation.definition.tag.xml"},"3":{"name":"entity.name.tag.xml"},"4":{"name":"entity.name.tag.namespace.xml"},"5":{"name":"punctuation.separator.namespace.xml"},"6":{"name":"entity.name.tag.localname.xml"},"7":{"name":"punctuation.definition.tag.xml"}},"name":"meta.tag.no-content.xml","patterns":[{"include":"#tagStuff"}]},{"begin":"(</?)(?:([-.\\\\w]+)((:)))?([-.:\\\\w]+)","captures":{"1":{"name":"punctuation.definition.tag.xml"},"2":{"name":"entity.name.tag.namespace.xml"},"3":{"name":"entity.name.tag.xml"},"4":{"name":"punctuation.separator.namespace.xml"},"5":{"name":"entity.name.tag.localname.xml"}},"end":"(/?>)","name":"meta.tag.xml","patterns":[{"include":"#tagStuff"}]},{"include":"#entity"},{"include":"#bare-ampersand"},{"begin":"<%@","beginCaptures":{"0":{"name":"punctuation.section.embedded.begin.xml"}},"end":"%>","endCaptures":{"0":{"name":"punctuation.section.embedded.end.xml"}},"name":"source.java-props.embedded.xml","patterns":[{"match":"page|include|taglib","name":"keyword.other.page-props.xml"}]},{"begin":"<%[!=]?(?!--)","beginCaptures":{"0":{"name":"punctuation.section.embedded.begin.xml"}},"end":"(?!--)%>","endCaptures":{"0":{"name":"punctuation.section.embedded.end.xml"}},"name":"source.java.embedded.xml","patterns":[{"include":"source.java"}]},{"begin":"<!\\\\[CDATA\\\\[","beginCaptures":{"0":{"name":"punctuation.definition.string.begin.xml"}},"end":"]]>","endCaptures":{"0":{"name":"punctuation.definition.string.end.xml"}},"name":"string.unquoted.cdata.xml"}],"repository":{"EntityDecl":{"begin":"(<!)(ENTITY)\\\\s+(%\\\\s+)?([:A-Z_a-z][-.0-:A-Z_a-z]*)(\\\\s+(?:SYSTEM|PUBLIC)\\\\s+)?","captures":{"1":{"name":"punctuation.definition.tag.xml"},"2":{"name":"keyword.other.entity.xml"},"3":{"name":"punctuation.definition.entity.xml"},"4":{"name":"variable.language.entity.xml"},"5":{"name":"keyword.other.entitytype.xml"}},"end":"(>)","patterns":[{"include":"#doublequotedString"},{"include":"#singlequotedString"}]},"bare-ampersand":{"match":"&","name":"invalid.illegal.bad-ampersand.xml"},"comments":{"patterns":[{"begin":"<%--","captures":{"0":{"name":"punctuation.definition.comment.xml"},"end":"--%>","name":"comment.block.xml"}},{"begin":"<!--","captures":{"0":{"name":"punctuation.definition.comment.xml"}},"end":"-->","name":"comment.block.xml","patterns":[{"begin":"--(?!>)","captures":{"0":{"name":"invalid.illegal.bad-comments-or-CDATA.xml"}}}]}]},"doublequotedString":{"begin":"\\"","beginCaptures":{"0":{"name":"punctuation.definition.string.begin.xml"}},"end":"\\"","endCaptures":{"0":{"name":"punctuation.definition.string.end.xml"}},"name":"string.quoted.double.xml","patterns":[{"include":"#entity"},{"include":"#bare-ampersand"}]},"entity":{"captures":{"1":{"name":"punctuation.definition.constant.xml"},"3":{"name":"punctuation.definition.constant.xml"}},"match":"(&)([:A-Z_a-z][-.0-:A-Z_a-z]*|#[0-9]+|#x\\\\h+)(;)","name":"constant.character.entity.xml"},"internalSubset":{"begin":"(\\\\[)","captures":{"1":{"name":"punctuation.definition.constant.xml"}},"end":"(])","name":"meta.internalsubset.xml","patterns":[{"include":"#EntityDecl"},{"include":"#parameterEntity"},{"include":"#comments"}]},"parameterEntity":{"captures":{"1":{"name":"punctuation.definition.constant.xml"},"3":{"name":"punctuation.definition.constant.xml"}},"match":"(%)([:A-Z_a-z][-.0-:A-Z_a-z]*)(;)","name":"constant.character.parameter-entity.xml"},"singlequotedString":{"begin":"'","beginCaptures":{"0":{"name":"punctuation.definition.string.begin.xml"}},"end":"'","endCaptures":{"0":{"name":"punctuation.definition.string.end.xml"}},"name":"string.quoted.single.xml","patterns":[{"include":"#entity"},{"include":"#bare-ampersand"}]},"tagStuff":{"patterns":[{"captures":{"1":{"name":"entity.other.attribute-name.namespace.xml"},"2":{"name":"entity.other.attribute-name.xml"},"3":{"name":"punctuation.separator.namespace.xml"},"4":{"name":"entity.other.attribute-name.localname.xml"}},"match":"(?:^|\\\\s+)(?:([-.\\\\w]+)((:)))?([-.:\\\\w]+)\\\\s*="},{"include":"#doublequotedString"},{"include":"#singlequotedString"}]}},"scopeName":"text.xml","embeddedLangs":["java"]}`)),n=[...e,t];export{n as default};
 
1
+ import{t as e}from"./java-B4ftHpwl.js";var t=Object.freeze(JSON.parse(`{"displayName":"XML","name":"xml","patterns":[{"begin":"(<\\\\?)\\\\s*([-0-9A-Z_a-z]+)","captures":{"1":{"name":"punctuation.definition.tag.xml"},"2":{"name":"entity.name.tag.xml"}},"end":"(\\\\?>)","name":"meta.tag.preprocessor.xml","patterns":[{"match":" ([-A-Za-z]+)","name":"entity.other.attribute-name.xml"},{"include":"#doublequotedString"},{"include":"#singlequotedString"}]},{"begin":"(<!)(DOCTYPE)\\\\s+([:A-Z_a-z][-.0-:A-Z_a-z]*)","captures":{"1":{"name":"punctuation.definition.tag.xml"},"2":{"name":"keyword.other.doctype.xml"},"3":{"name":"variable.language.documentroot.xml"}},"end":"\\\\s*(>)","name":"meta.tag.sgml.doctype.xml","patterns":[{"include":"#internalSubset"}]},{"include":"#comments"},{"begin":"(<)((?:([-0-9A-Z_a-z]+)(:))?([-0-:A-Z_a-z]+))(?=(\\\\s[^>]*)?></\\\\2>)","beginCaptures":{"1":{"name":"punctuation.definition.tag.xml"},"2":{"name":"entity.name.tag.xml"},"3":{"name":"entity.name.tag.namespace.xml"},"4":{"name":"punctuation.separator.namespace.xml"},"5":{"name":"entity.name.tag.localname.xml"}},"end":"(>)(</)((?:([-0-9A-Z_a-z]+)(:))?([-0-:A-Z_a-z]+))(>)","endCaptures":{"1":{"name":"punctuation.definition.tag.xml"},"2":{"name":"punctuation.definition.tag.xml"},"3":{"name":"entity.name.tag.xml"},"4":{"name":"entity.name.tag.namespace.xml"},"5":{"name":"punctuation.separator.namespace.xml"},"6":{"name":"entity.name.tag.localname.xml"},"7":{"name":"punctuation.definition.tag.xml"}},"name":"meta.tag.no-content.xml","patterns":[{"include":"#tagStuff"}]},{"begin":"(</?)(?:([-.\\\\w]+)((:)))?([-.:\\\\w]+)","captures":{"1":{"name":"punctuation.definition.tag.xml"},"2":{"name":"entity.name.tag.namespace.xml"},"3":{"name":"entity.name.tag.xml"},"4":{"name":"punctuation.separator.namespace.xml"},"5":{"name":"entity.name.tag.localname.xml"}},"end":"(/?>)","name":"meta.tag.xml","patterns":[{"include":"#tagStuff"}]},{"include":"#entity"},{"include":"#bare-ampersand"},{"begin":"<%@","beginCaptures":{"0":{"name":"punctuation.section.embedded.begin.xml"}},"end":"%>","endCaptures":{"0":{"name":"punctuation.section.embedded.end.xml"}},"name":"source.java-props.embedded.xml","patterns":[{"match":"page|include|taglib","name":"keyword.other.page-props.xml"}]},{"begin":"<%[!=]?(?!--)","beginCaptures":{"0":{"name":"punctuation.section.embedded.begin.xml"}},"end":"(?!--)%>","endCaptures":{"0":{"name":"punctuation.section.embedded.end.xml"}},"name":"source.java.embedded.xml","patterns":[{"include":"source.java"}]},{"begin":"<!\\\\[CDATA\\\\[","beginCaptures":{"0":{"name":"punctuation.definition.string.begin.xml"}},"end":"]]>","endCaptures":{"0":{"name":"punctuation.definition.string.end.xml"}},"name":"string.unquoted.cdata.xml"}],"repository":{"EntityDecl":{"begin":"(<!)(ENTITY)\\\\s+(%\\\\s+)?([:A-Z_a-z][-.0-:A-Z_a-z]*)(\\\\s+(?:SYSTEM|PUBLIC)\\\\s+)?","captures":{"1":{"name":"punctuation.definition.tag.xml"},"2":{"name":"keyword.other.entity.xml"},"3":{"name":"punctuation.definition.entity.xml"},"4":{"name":"variable.language.entity.xml"},"5":{"name":"keyword.other.entitytype.xml"}},"end":"(>)","patterns":[{"include":"#doublequotedString"},{"include":"#singlequotedString"}]},"bare-ampersand":{"match":"&","name":"invalid.illegal.bad-ampersand.xml"},"comments":{"patterns":[{"begin":"<%--","captures":{"0":{"name":"punctuation.definition.comment.xml"},"end":"--%>","name":"comment.block.xml"}},{"begin":"<!--","captures":{"0":{"name":"punctuation.definition.comment.xml"}},"end":"-->","name":"comment.block.xml","patterns":[{"begin":"--(?!>)","captures":{"0":{"name":"invalid.illegal.bad-comments-or-CDATA.xml"}}}]}]},"doublequotedString":{"begin":"\\"","beginCaptures":{"0":{"name":"punctuation.definition.string.begin.xml"}},"end":"\\"","endCaptures":{"0":{"name":"punctuation.definition.string.end.xml"}},"name":"string.quoted.double.xml","patterns":[{"include":"#entity"},{"include":"#bare-ampersand"}]},"entity":{"captures":{"1":{"name":"punctuation.definition.constant.xml"},"3":{"name":"punctuation.definition.constant.xml"}},"match":"(&)([:A-Z_a-z][-.0-:A-Z_a-z]*|#[0-9]+|#x\\\\h+)(;)","name":"constant.character.entity.xml"},"internalSubset":{"begin":"(\\\\[)","captures":{"1":{"name":"punctuation.definition.constant.xml"}},"end":"(])","name":"meta.internalsubset.xml","patterns":[{"include":"#EntityDecl"},{"include":"#parameterEntity"},{"include":"#comments"}]},"parameterEntity":{"captures":{"1":{"name":"punctuation.definition.constant.xml"},"3":{"name":"punctuation.definition.constant.xml"}},"match":"(%)([:A-Z_a-z][-.0-:A-Z_a-z]*)(;)","name":"constant.character.parameter-entity.xml"},"singlequotedString":{"begin":"'","beginCaptures":{"0":{"name":"punctuation.definition.string.begin.xml"}},"end":"'","endCaptures":{"0":{"name":"punctuation.definition.string.end.xml"}},"name":"string.quoted.single.xml","patterns":[{"include":"#entity"},{"include":"#bare-ampersand"}]},"tagStuff":{"patterns":[{"captures":{"1":{"name":"entity.other.attribute-name.namespace.xml"},"2":{"name":"entity.other.attribute-name.xml"},"3":{"name":"punctuation.separator.namespace.xml"},"4":{"name":"entity.other.attribute-name.localname.xml"}},"match":"(?:^|\\\\s+)(?:([-.\\\\w]+)((:)))?([-.:\\\\w]+)\\\\s*="},{"include":"#doublequotedString"},{"include":"#singlequotedString"}]}},"scopeName":"text.xml","embeddedLangs":["java"]}`)),n=[...e,t];export{n as default};
dist/index.html CHANGED
@@ -10,7 +10,7 @@
10
  content="Bonsai Chat runs private WebGPU language models locally in your browser."
11
  />
12
  <title>Bonsai Chat · WebGPU</title>
13
- <script type="module" crossorigin src="/assets/index-ClyWMapn.js"></script>
14
  <link rel="stylesheet" crossorigin href="/assets/index-BE6Zfvfx.css">
15
  </head>
16
  <body>
 
10
  content="Bonsai Chat runs private WebGPU language models locally in your browser."
11
  />
12
  <title>Bonsai Chat · WebGPU</title>
13
+ <script type="module" crossorigin src="/assets/index-BG1J5OCa.js"></script>
14
  <link rel="stylesheet" crossorigin href="/assets/index-BE6Zfvfx.css">
15
  </head>
16
  <body>
dist/wasm/wllama.wasm CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:47b596bc468c7f10f290865222d4d1915f93dcc923d9a90b98bfde20531f8122
3
- size 8021163
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:93ebb472969c4ccfe9d406e2ebd043da288a6d513a180a57827211278f4c82ed
3
+ size 8026640
public/wasm/wllama.wasm CHANGED
@@ -1,3 +1,3 @@
1
  version https://git-lfs.github.com/spec/v1
2
- oid sha256:47b596bc468c7f10f290865222d4d1915f93dcc923d9a90b98bfde20531f8122
3
- size 8021163
 
1
  version https://git-lfs.github.com/spec/v1
2
+ oid sha256:93ebb472969c4ccfe9d406e2ebd043da288a6d513a180a57827211278f4c82ed
3
+ size 8026640
vendor/wllama-bonsai/PATCH.diff CHANGED
@@ -162,6 +162,66 @@ index 0dafe6d..9b4dab6 100644
162
  return result;
163
  }
164
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
165
  diff --git a/src/glue/messages.ts b/src/glue/messages.ts
166
  index 08f0d87..c1001da 100644
167
  --- a/src/glue/messages.ts
@@ -376,26 +436,146 @@ index be62030..9f5144a 100644
376
  // length of output buffer is written at the first 4 bytes of input buffer
377
  const outputLen = new Uint32Array(
378
  getHeapU8().buffer,
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
379
  diff --git a/llama.cpp/ggml/src/ggml-webgpu/ggml-webgpu-shader-lib.hpp b/llama.cpp/ggml/src/ggml-webgpu/ggml-webgpu-shader-lib.hpp
380
- index d769236..131b82c 100644
381
  --- a/llama.cpp/ggml/src/ggml-webgpu/ggml-webgpu-shader-lib.hpp
382
  +++ b/llama.cpp/ggml/src/ggml-webgpu/ggml-webgpu-shader-lib.hpp
383
- @@ -50,6 +50,7 @@
384
 
385
  // Matrix-vector multiplication parameters
386
  #define WEBGPU_MUL_MAT_VEC_WG_SIZE 256
387
  +#define WEBGPU_MUL_MAT_VEC_Q1_NO_SG_WG_SIZE 128
 
 
 
 
388
 
389
  #define WEBGPU_MUL_MAT_VEC_FLOAT_OUTPUTS_PER_WG 4
390
  #define WEBGPU_MUL_MAT_VEC_LEGACY_Q_OUTPUTS_PER_WG 4
391
- @@ -1995,6 +1996,10 @@ class ggml_webgpu_shader_lib {
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
392
 
393
  if (key.src0_type == GGML_TYPE_Q1_0) {
394
  outputs_per_wg = WEBGPU_MUL_MAT_VEC_LEGACY_Q_OUTPUTS_PER_WG;
 
 
 
 
395
  + if (!context.supports_subgroups) {
396
  + wg_size = WEBGPU_MUL_MAT_VEC_Q1_NO_SG_WG_SIZE;
397
  + variant += "_wg128";
398
  + }
 
399
  } else if (key.src0_type >= GGML_TYPE_Q2_K) {
400
  outputs_per_wg = WEBGPU_MUL_MAT_VEC_K_Q_OUTPUTS_PER_WG;
401
  } else if (key.src0_type >= GGML_TYPE_Q4_0) {
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
162
  return result;
163
  }
164
 
165
+ diff --git a/package.json b/package.json
166
+ index 56b945c..14a4c88 100644
167
+ --- a/package.json
168
+ +++ b/package.json
169
+ @@ -26,7 +26,8 @@
170
+ "test:auto": "AUTO=1 vitest",
171
+ "test:firefox": "BROWSER=firefox vitest",
172
+ "test:safari": "BROWSER=safari vitest",
173
+ - "test:wgpu": "WEBGPU=1 vitest"
174
+ + "test:wgpu": "WEBGPU=1 vitest",
175
+ + "test:q1-vec4-oracle": "node examples/bonsai-webgpu-smoke/q1-vec4-oracle.mjs"
176
+ },
177
+ "repository": {
178
+ "type": "git",
179
+ diff --git a/scripts/docker-compose.yml b/scripts/docker-compose.yml
180
+ index 107f45a..7c8b7d5 100644
181
+ --- a/scripts/docker-compose.yml
182
+ +++ b/scripts/docker-compose.yml
183
+ @@ -13,6 +13,8 @@ services:
184
+ environment:
185
+ - WLLAMA_TEST_BACKEND=${WLLAMA_TEST_BACKEND:-}
186
+ - SKIP_COMPAT=${SKIP_COMPAT:-}
187
+ + - GGML_WEBGPU_Q1_VEC4=${GGML_WEBGPU_Q1_VEC4:-}
188
+ + - GGML_WEBGPU_Q1_VEC4_WG_SIZE=${GGML_WEBGPU_Q1_VEC4_WG_SIZE:-64}
189
+ volumes:
190
+ - ..:/source:Z
191
+ entrypoint: /bin/bash
192
+ @@ -34,12 +36,20 @@ services:
193
+ "https://github.com/google/dawn/releases/download/$${DAWN_TAG}/$${EMDAWN_PKG}"
194
+ python3 -c "import zipfile; zf=zipfile.ZipFile('emdawn.zip','r'); zf.extractall('/source/build/emdawn'); zf.close()"
195
+
196
+ - CMAKE_EXTRA_FLAGS="-DWLLAMA_TEST_BACKEND=OFF"
197
+ + TEST_BACKEND_FLAG="-DWLLAMA_TEST_BACKEND=OFF"
198
+ if [ -n "${WLLAMA_TEST_BACKEND}" ]; then
199
+ - CMAKE_EXTRA_FLAGS="-DWLLAMA_TEST_BACKEND=ON";
200
+ + TEST_BACKEND_FLAG="-DWLLAMA_TEST_BACKEND=ON";
201
+ fi
202
+ + JSPI_Q1_VEC4="$${GGML_WEBGPU_Q1_VEC4:-1}"
203
+ + case "$${JSPI_Q1_VEC4}" in
204
+ + 0) JSPI_Q1_FLAGS="-DGGML_WEBGPU_Q1_VEC4=OFF" ;;
205
+ + 1) JSPI_Q1_FLAGS="-DGGML_WEBGPU_Q1_VEC4=ON -DGGML_WEBGPU_Q1_VEC4_WG_SIZE=$${GGML_WEBGPU_Q1_VEC4_WG_SIZE}" ;;
206
+ + *) echo "GGML_WEBGPU_Q1_VEC4 must be 0 or 1" >&2; exit 2 ;;
207
+ + esac
208
+ + JSPI_CMAKE_EXTRA_FLAGS="$${TEST_BACKEND_FLAG} $${JSPI_Q1_FLAGS}"
209
+ + COMPAT_CMAKE_EXTRA_FLAGS="$${TEST_BACKEND_FLAG} -DGGML_WEBGPU_Q1_VEC4=OFF"
210
+
211
+ - emcmake cmake .. -DGGML_WEBGPU=ON -DGGML_WEBGPU_JSPI=ON -DEMDAWNWEBGPU_DIR="$${EMDAWNWEBGPU_DIR}" $${CMAKE_EXTRA_FLAGS}
212
+ + emcmake cmake .. -DGGML_WEBGPU=ON -DGGML_WEBGPU_JSPI=ON -DEMDAWNWEBGPU_DIR="$${EMDAWNWEBGPU_DIR}" $${JSPI_CMAKE_EXTRA_FLAGS}
213
+ emmake make wllama -j
214
+
215
+ # go back to root
216
+ @@ -54,7 +64,7 @@ services:
217
+ if [ -z "${SKIP_COMPAT}" ]; then
218
+ mkdir -p build-compat
219
+ cd build-compat
220
+ - emcmake cmake .. -DWLLAMA_COMPAT=ON -DLLAMA_WASM_MEM64=OFF -DGGML_WEBGPU=ON -DGGML_WEBGPU_JSPI=OFF -DEMDAWNWEBGPU_DIR="$${EMDAWNWEBGPU_DIR}" $${CMAKE_EXTRA_FLAGS}
221
+ + emcmake cmake .. -DWLLAMA_COMPAT=ON -DLLAMA_WASM_MEM64=OFF -DGGML_WEBGPU=ON -DGGML_WEBGPU_JSPI=OFF -DEMDAWNWEBGPU_DIR="$${EMDAWNWEBGPU_DIR}" $${COMPAT_CMAKE_EXTRA_FLAGS}
222
+ emmake make wllama -j
223
+
224
+ # go back to root
225
  diff --git a/src/glue/messages.ts b/src/glue/messages.ts
226
  index 08f0d87..c1001da 100644
227
  --- a/src/glue/messages.ts
 
436
  // length of output buffer is written at the first 4 bytes of input buffer
437
  const outputLen = new Uint32Array(
438
  getHeapU8().buffer,
439
+ diff --git a/llama.cpp/ggml/src/ggml-webgpu/CMakeLists.txt b/llama.cpp/ggml/src/ggml-webgpu/CMakeLists.txt
440
+ index 1503a1e..eb4a1ab 100644
441
+ --- a/llama.cpp/ggml/src/ggml-webgpu/CMakeLists.txt
442
+ +++ b/llama.cpp/ggml/src/ggml-webgpu/CMakeLists.txt
443
+ @@ -2,6 +2,9 @@ cmake_minimum_required(VERSION 3.13)
444
+
445
+ find_package(Python3 REQUIRED)
446
+
447
+ +option(GGML_WEBGPU_Q1_VEC4 "Use the benchmark-only vector-dot Q1_0 matvec kernel" OFF)
448
+ +set(GGML_WEBGPU_Q1_VEC4_WG_SIZE "64" CACHE STRING "Q1_0 vector-dot workgroup size (64 or 128)")
449
+ +
450
+ # Shader locations
451
+ set(SHADER_DIR "${CMAKE_CURRENT_SOURCE_DIR}/wgsl-shaders")
452
+ set(SHADER_OUTPUT_DIR "${CMAKE_CURRENT_BINARY_DIR}/generated")
453
+ @@ -39,6 +42,16 @@ ggml_add_backend_library(ggml-webgpu
454
+
455
+ add_dependencies(ggml-webgpu generate_shaders)
456
+
457
+ +if (GGML_WEBGPU_Q1_VEC4)
458
+ + if (NOT GGML_WEBGPU_Q1_VEC4_WG_SIZE MATCHES "^(64|128)$")
459
+ + message(FATAL_ERROR "GGML_WEBGPU_Q1_VEC4_WG_SIZE must be 64 or 128")
460
+ + endif()
461
+ + target_compile_definitions(ggml-webgpu PRIVATE
462
+ + GGML_WEBGPU_Q1_VEC4=1
463
+ + GGML_WEBGPU_Q1_VEC4_WG_SIZE=${GGML_WEBGPU_Q1_VEC4_WG_SIZE}
464
+ + )
465
+ +endif()
466
+ +
467
+ if(EMSCRIPTEN)
468
+ set(EMDAWNWEBGPU_DIR "" CACHE PATH "Path to emdawnwebgpu_pkg")
469
+
470
  diff --git a/llama.cpp/ggml/src/ggml-webgpu/ggml-webgpu-shader-lib.hpp b/llama.cpp/ggml/src/ggml-webgpu/ggml-webgpu-shader-lib.hpp
471
+ index d769236..3ebbd19 100644
472
  --- a/llama.cpp/ggml/src/ggml-webgpu/ggml-webgpu-shader-lib.hpp
473
  +++ b/llama.cpp/ggml/src/ggml-webgpu/ggml-webgpu-shader-lib.hpp
474
+ @@ -50,6 +50,11 @@
475
 
476
  // Matrix-vector multiplication parameters
477
  #define WEBGPU_MUL_MAT_VEC_WG_SIZE 256
478
  +#define WEBGPU_MUL_MAT_VEC_Q1_NO_SG_WG_SIZE 128
479
+ +
480
+ +#ifndef GGML_WEBGPU_Q1_VEC4_WG_SIZE
481
+ +#define GGML_WEBGPU_Q1_VEC4_WG_SIZE 64
482
+ +#endif
483
 
484
  #define WEBGPU_MUL_MAT_VEC_FLOAT_OUTPUTS_PER_WG 4
485
  #define WEBGPU_MUL_MAT_VEC_LEGACY_Q_OUTPUTS_PER_WG 4
486
+ @@ -1931,7 +1936,15 @@ class ggml_webgpu_shader_lib {
487
+ std::transform(type_upper.begin(), type_upper.end(), type_upper.begin(), ::toupper);
488
+
489
+ defines.push_back("BYTE_HELPERS");
490
+ - defines.push_back("MUL_ACC_" + type_upper);
491
+ +#if defined(GGML_WEBGPU_Q1_VEC4)
492
+ + if (context.src0->type == GGML_TYPE_Q1_0) {
493
+ + defines.push_back("MUL_ACC_Q1_0_VEC4");
494
+ + variant += "_vec4";
495
+ + } else
496
+ +#endif
497
+ + {
498
+ + defines.push_back("MUL_ACC_" + type_upper);
499
+ + }
500
+ defines.push_back("U32_DEQUANT_HELPERS");
501
+ defines.push_back("SRC0_INNER_TYPE=u32");
502
+ switch (context.src0->type) {
503
+ @@ -1995,6 +2008,15 @@ class ggml_webgpu_shader_lib {
504
 
505
  if (key.src0_type == GGML_TYPE_Q1_0) {
506
  outputs_per_wg = WEBGPU_MUL_MAT_VEC_LEGACY_Q_OUTPUTS_PER_WG;
507
+ +#if defined(GGML_WEBGPU_Q1_VEC4)
508
+ + wg_size = GGML_WEBGPU_Q1_VEC4_WG_SIZE;
509
+ + variant += "_wg" + std::to_string(wg_size);
510
+ +#else
511
  + if (!context.supports_subgroups) {
512
  + wg_size = WEBGPU_MUL_MAT_VEC_Q1_NO_SG_WG_SIZE;
513
  + variant += "_wg128";
514
  + }
515
+ +#endif
516
  } else if (key.src0_type >= GGML_TYPE_Q2_K) {
517
  outputs_per_wg = WEBGPU_MUL_MAT_VEC_K_Q_OUTPUTS_PER_WG;
518
  } else if (key.src0_type >= GGML_TYPE_Q4_0) {
519
+ diff --git a/llama.cpp/ggml/src/ggml-webgpu/wgsl-shaders/mul_mat_vec_acc.tmpl b/llama.cpp/ggml/src/ggml-webgpu/wgsl-shaders/mul_mat_vec_acc.tmpl
520
+ index 8fd0d19..f12848f 100644
521
+ --- a/llama.cpp/ggml/src/ggml-webgpu/wgsl-shaders/mul_mat_vec_acc.tmpl
522
+ +++ b/llama.cpp/ggml/src/ggml-webgpu/wgsl-shaders/mul_mat_vec_acc.tmpl
523
+ @@ -61,6 +61,58 @@ fn accumulate_vec_dot(thread_id: u32, row_base: u32, src0_batch_offset: u32, src
524
+ }
525
+ #endif
526
+
527
+ +#ifdef MUL_ACC_Q1_0_VEC4
528
+ +#define BLOCK_SIZE 128
529
+ +#define BLOCK_SIZE_BYTES 18
530
+ +#define THREADS_PER_BLOCK 4
531
+ +#define VECS_PER_THREAD 8
532
+ +
533
+ +fn q1_signs4(word: u32, shift: u32) -> vec4<f32> {
534
+ + let bit_offsets = vec4<u32>(shift, shift + 1u, shift + 2u, shift + 3u);
535
+ + let bits = (vec4<u32>(word) >> bit_offsets) & vec4<u32>(1u);
536
+ + return select(vec4<f32>(-1.0), vec4<f32>(1.0), bits == vec4<u32>(1u));
537
+ +}
538
+ +
539
+ +fn accumulate_vec_dot(thread_id: u32, row_base: u32, src0_batch_offset: u32, src1_idx_base: u32) -> array<array<f32, OUTPUTS_PER_WG>, NUM_COLS> {
540
+ + var acc: array<array<f32, OUTPUTS_PER_WG>, NUM_COLS>;
541
+ +
542
+ + let num_blocks = params.k / BLOCK_SIZE;
543
+ + let thread_within_block = thread_id % THREADS_PER_BLOCK;
544
+ + for (var block = thread_id / THREADS_PER_BLOCK; block < num_blocks; block += WG_SIZE / THREADS_PER_BLOCK) {
545
+ + let x_base = src1_idx_base + block * BLOCK_SIZE + thread_within_block * 32u;
546
+ + var x_block: array<array<vec4<f32>, VECS_PER_THREAD>, NUM_COLS>;
547
+ + for (var col = 0u; col < NUM_COLS; col += 1u) {
548
+ + for (var i = 0u; i < VECS_PER_THREAD; i += 1u) {
549
+ + let x = x_base + col * params.stride_11 + i * 4u;
550
+ + x_block[col][i] = vec4<f32>(
551
+ + f32(src1[x]),
552
+ + f32(src1[x + 1u]),
553
+ + f32(src1[x + 2u]),
554
+ + f32(src1[x + 3u])
555
+ + );
556
+ + }
557
+ + }
558
+ + for (var row = 0u; row < OUTPUTS_PER_WG; row += 1u) {
559
+ + let output_row = row_base + row;
560
+ + if (output_row < params.m) {
561
+ + let block_byte_base = (src0_batch_offset + output_row * params.stride_01 + block) * BLOCK_SIZE_BYTES;
562
+ + let d = f32(load_f16_at_src0(block_byte_base));
563
+ + let q_word = load_u32_at_src0(block_byte_base + 2u + thread_within_block * 4u);
564
+ + for (var col = 0u; col < NUM_COLS; col += 1u) {
565
+ + var row_sum = 0.0;
566
+ + for (var i = 0u; i < VECS_PER_THREAD; i += 1u) {
567
+ + row_sum += d * dot(x_block[col][i], q1_signs4(q_word, i * 4u));
568
+ + }
569
+ + acc[col][row] += row_sum;
570
+ + }
571
+ + }
572
+ + }
573
+ + }
574
+ +
575
+ + return acc;
576
+ +}
577
+ +#endif
578
+ +
579
+ #ifdef MUL_ACC_Q1_0
580
+ #define BLOCK_SIZE 128
581
+ #define BLOCK_SIZE_BYTES 18
vendor/wllama-bonsai/SOURCE.json CHANGED
@@ -4,17 +4,21 @@
4
  "wllamaRevision": "912c18b75d4358c1405a64646b8dbe43a205943b",
5
  "llamaCppRevision": "00fa7cb284cbf133fc426733bd64238a3588a33e",
6
  "license": "MIT",
7
- "patch": "Expose offload_token_embedding and n_ubatch; place token_embd.weight on WebGPU whenever GPU layers are requested; fail loudly when the requested WebGPU buffer is unavailable; add an opt-in forceCompat selector for controlled benchmark A/B runs; expose native model-load and prompt-prefill progress; type sampled token ids in OAI logprob payloads; accept one raw token-id completion prompt; fail loudly on null action responses; serialize partial-token logprob payloads with the server's UTF-8-safe JSON path; drain every completion through its terminal result while filtering queued responses by task id; and cap non-subgroup Q1_0 matrix-vector workgroups at the validated 128 threads.",
8
  "patchSet": {
9
  "format": "git-diff-binary",
10
  "path": "vendor/wllama-bonsai/PATCH.diff",
11
- "bytes": 14957,
12
- "sha256": "b7ce08a2772f18728dd55b230d9b989978ed6ee8eb8b919ece75b95de2c4f9b8",
13
  "files": [
14
  "CMakeLists.txt",
15
  "cpp/glue.hpp",
16
  "cpp/wllama-context.h",
 
17
  "llama.cpp/ggml/src/ggml-webgpu/ggml-webgpu-shader-lib.hpp",
 
 
 
18
  "src/glue/messages.ts",
19
  "src/types/oai-compat.ts",
20
  "src/types/types.ts",
@@ -26,7 +30,16 @@
26
  "emsdkImage": "emscripten/emsdk:4.0.20-arm64",
27
  "builderImageId": "sha256:1143696588c47ddcfa796d7a84663a1fd1d8f28e2e1db62d50cac618776d11dd",
28
  "dawnTag": "v20260317.182325",
29
- "dawnArchiveSha256": "8dcae86c630d76b6794b271c6572becba36f4237d132bee121a56638c3d76575"
 
 
 
 
 
 
 
 
 
30
  },
31
  "files": [
32
  {
@@ -51,8 +64,8 @@
51
  },
52
  {
53
  "path": "public/wasm/wllama.wasm",
54
- "bytes": 8021163,
55
- "sha256": "47b596bc468c7f10f290865222d4d1915f93dcc923d9a90b98bfde20531f8122"
56
  },
57
  {
58
  "path": "public/wasm/wllama-compat.wasm",
@@ -64,5 +77,21 @@
64
  "bytes": 166895,
65
  "sha256": "0b667db536815fb9e5dc9ffbfbd6ba29affdda38a4ba892d5372ddb41ce9a8c8"
66
  }
67
- ]
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
68
  }
 
4
  "wllamaRevision": "912c18b75d4358c1405a64646b8dbe43a205943b",
5
  "llamaCppRevision": "00fa7cb284cbf133fc426733bd64238a3588a33e",
6
  "license": "MIT",
7
+ "patch": "Expose offload_token_embedding and n_ubatch; place token_embd.weight on WebGPU whenever GPU layers are requested; fail loudly when the requested WebGPU buffer is unavailable; add an opt-in forceCompat selector for controlled benchmark A/B runs; expose native model-load and prompt-prefill progress; type sampled token ids in OAI logprob payloads; accept one raw token-id completion prompt; fail loudly on null action responses; serialize partial-token logprob payloads with the server's UTF-8-safe JSON path; drain every completion through its terminal result while filtering queued responses by task id; use the validated raw-layout vec4 Q1_0 WG64 matvec kernel in the JSPI release build; and retain the scalar Q1_0 path in the Safari compat build.",
8
  "patchSet": {
9
  "format": "git-diff-binary",
10
  "path": "vendor/wllama-bonsai/PATCH.diff",
11
+ "bytes": 22878,
12
+ "sha256": "0a1d7ac5b0edb62cdb8ff5e5e0005c07b5a2fb7a91059f678c49d973fa456949",
13
  "files": [
14
  "CMakeLists.txt",
15
  "cpp/glue.hpp",
16
  "cpp/wllama-context.h",
17
+ "llama.cpp/ggml/src/ggml-webgpu/CMakeLists.txt",
18
  "llama.cpp/ggml/src/ggml-webgpu/ggml-webgpu-shader-lib.hpp",
19
+ "llama.cpp/ggml/src/ggml-webgpu/wgsl-shaders/mul_mat_vec_acc.tmpl",
20
+ "package.json",
21
+ "scripts/docker-compose.yml",
22
  "src/glue/messages.ts",
23
  "src/types/oai-compat.ts",
24
  "src/types/types.ts",
 
30
  "emsdkImage": "emscripten/emsdk:4.0.20-arm64",
31
  "builderImageId": "sha256:1143696588c47ddcfa796d7a84663a1fd1d8f28e2e1db62d50cac618776d11dd",
32
  "dawnTag": "v20260317.182325",
33
+ "dawnArchiveSha256": "8dcae86c630d76b6794b271c6572becba36f4237d132bee121a56638c3d76575",
34
+ "runtimeProfiles": {
35
+ "jspi": {
36
+ "GGML_WEBGPU_Q1_VEC4": true,
37
+ "GGML_WEBGPU_Q1_VEC4_WG_SIZE": 64
38
+ },
39
+ "compat": {
40
+ "GGML_WEBGPU_Q1_VEC4": false
41
+ }
42
+ }
43
  },
44
  "files": [
45
  {
 
64
  },
65
  {
66
  "path": "public/wasm/wllama.wasm",
67
+ "bytes": 8026640,
68
+ "sha256": "93ebb472969c4ccfe9d406e2ebd043da288a6d513a180a57827211278f4c82ed"
69
  },
70
  {
71
  "path": "public/wasm/wllama-compat.wasm",
 
77
  "bytes": 166895,
78
  "sha256": "0b667db536815fb9e5dc9ffbfbd6ba29affdda38a4ba892d5372ddb41ce9a8c8"
79
  }
80
+ ],
81
+ "optimization": {
82
+ "id": "q1-raw-vec4-wg64",
83
+ "status": "release",
84
+ "compileDefinitions": {
85
+ "GGML_WEBGPU_Q1_VEC4": true,
86
+ "GGML_WEBGPU_Q1_VEC4_WG_SIZE": 64
87
+ },
88
+ "wasmSha256": "93ebb472969c4ccfe9d406e2ebd043da288a6d513a180a57827211278f4c82ed",
89
+ "compatWasmSha256": "91f1566e3dfa4cd591d902c03bfc2c92c9ceef8d5ce93cecae197ee1f4f5dd5d",
90
+ "evidence": [
91
+ "results/phase5/q1-raw-vec4-wg64-chrome-ab.json",
92
+ "results/phase5/q1-raw-vec4-wg64-27b-ab.json",
93
+ "results/space-agent/27b-html-artifact-q1-raw-vec4-wg64.json",
94
+ "results/phase5/safari-gate-q1-raw-vec4-wg64-candidate-r6-1_7b.json"
95
+ ]
96
+ }
97
  }