Add Qwen3.5-2B mixed FP16 INT4 candidate (part 2)

.gitattributes

@@ -46,3 +46,4 @@ qwen35-08b-fp16-int4-g32-gptq-home/tokenizer/tokenizer.json filter=lfs diff=lfs
 qwen35-08b-fp16-int4-g8-gptq-up-proj-exclude-l15-candidate/graph.json filter=lfs diff=lfs merge=lfs -text
 qwen35-08b-fp16-int4-g8-gptq-up-proj-exclude-l15-candidate/tokenizer/tokenizer.json filter=lfs diff=lfs merge=lfs -text
 qwen35-2b-fp16-int4-g8-gptq-up-proj-candidate/graph.json filter=lfs diff=lfs merge=lfs -text
+qwen35-2b-fp16-int4-g8-gptq-up-proj-candidate/tokenizer/tokenizer.json filter=lfs diff=lfs merge=lfs -text

qwen35-2b-fp16-int4-g8-gptq-up-proj-candidate/kernels/e3db4be22be4d51e95cce7d12cb5132ee8ddd18929abc0090ea9522eab965393.wgsl

@@ -0,0 +1,11 @@
+enable f16;
+@group(0) @binding(0) var<storage, read> b0: array<f16>;
+@group(0) @binding(1) var<storage, read> b1: array<f16>;
+@group(0) @binding(2) var<storage, read_write> out: array<f16>;
+
+@compute @workgroup_size(64)
+fn main(@builtin(global_invocation_id) gid: vec3<u32>) {
+let i = gid.x + gid.y * 512u;
+if (i >= 512u) { return; }
+out[i] = f16(f32(b0[i]) * f32(b1[((i / 64u) % 4u) * 64u + ((i / 1u) % 64u) * 1u]));
+}

qwen35-2b-fp16-int4-g8-gptq-up-proj-candidate/kernels/e697b1bc29cd0d08bba0c6a455a7e4b02a3c2e2535304faff2c04b6976617c7c.wgsl

@@ -0,0 +1,10 @@
+enable f16;
+@group(0) @binding(0) var<storage, read> b0: array<f16>;
+@group(0) @binding(1) var<storage, read_write> out: array<f16>;
+
+@compute @workgroup_size(64)
+fn main(@builtin(global_invocation_id) gid: vec3<u32>) {
+let i = gid.x + gid.y * 512u;
+if (i >= 512u) { return; }
+out[i] = f16(b0[((i / 512u) % 1u) * 2048u + ((i / 256u) % 2u) * 1024u + ((i / 64u) % 4u) * 256u + (((i / 1u) % 64u) * 1u + 0u) * 1u]);
+}

qwen35-2b-fp16-int4-g8-gptq-up-proj-candidate/kernels/e84c817e08236e486418f6b0b81f5abd27756f82be67cfbc15736410ac3c7e5d.wgsl

@@ -0,0 +1,9 @@
+@group(0) @binding(0) var<storage, read> b0: array<f32>;
+@group(0) @binding(1) var<storage, read_write> out: array<f32>;
+
+@compute @workgroup_size(64)
+fn main(@builtin(global_invocation_id) gid: vec3<u32>) {
+let i = gid.x + gid.y * 256u;
+if (i >= 256u) { return; }
+out[i] = f32(f32(b0[i]) * 1.0);
+}

qwen35-2b-fp16-int4-g8-gptq-up-proj-candidate/kernels/e8af289ba520304aa3e6c4c6e26c07e3e1c8bb49aee6fd6d5ea5e369e0808c91.wgsl

@@ -0,0 +1,9 @@
+@group(0) @binding(0) var<storage, read> b0: array<f32>;
+@group(0) @binding(1) var<storage, read_write> out: array<f32>;
+
+@compute @workgroup_size(64)
+fn main(@builtin(global_invocation_id) gid: vec3<u32>) {
+let i = gid.x + gid.y * 64u;
+if (i >= 2u) { return; }
+out[i] = f32(f32(b0[i]) + (1e-06 * 1.0));
+}

qwen35-2b-fp16-int4-g8-gptq-up-proj-candidate/kernels/e91fae5817b3b5e4b0025d4fa70d4cfa10b010d038a3f45c6348d25379df287d.wgsl

@@ -0,0 +1,9 @@
+@group(0) @binding(0) var<storage, read> b0: array<f32>;
+@group(0) @binding(1) var<storage, read_write> out: array<f32>;
+
+@compute @workgroup_size(64)
+fn main(@builtin(global_invocation_id) gid: vec3<u32>) {
+let i = gid.x + gid.y * 8192u;
+if (i >= 8192u) { return; }
+out[i] = f32(b0[((i / 8192u) % 1u) * 270336u + ((i / 512u) % 16u) * 16896u + (((i / 128u) % 4u) * 1u + 128u) * 128u + ((i / 1u) % 128u) * 1u]);
+}

qwen35-2b-fp16-int4-g8-gptq-up-proj-candidate/kernels/eb87dc8be4a0cf99e7ff048d4732217620738b1132186169e7c465a20a00ed11.wgsl

@@ -0,0 +1,10 @@
+enable f16;
+@group(0) @binding(0) var<storage, read> b0: array<f16>;
+@group(0) @binding(1) var<storage, read_write> out: array<f16>;
+
+@compute @workgroup_size(64)
+fn main(@builtin(global_invocation_id) gid: vec3<u32>) {
+let i = gid.x + gid.y * 256u;
+if (i >= 256u) { return; }
+out[i] = f16(b0[((i / 256u) % 1u) * 512u + ((i / 32u) % 8u) * 64u + ((i / 32u) % 1u) * 64u + (((i / 1u) % 32u) * 1u + 0u) * 1u]);
+}

qwen35-2b-fp16-int4-g8-gptq-up-proj-candidate/kernels/eca62c94c36a3c2e926bbb293b1a4afe5a2466bf9c13148e327aaa4dc8aea829.wgsl

@@ -0,0 +1,12 @@
+enable f16;
+@group(0) @binding(0) var<storage, read> b0: array<f32>;
+@group(0) @binding(1) var<storage, read> b1: array<f16>;
+@group(0) @binding(2) var<storage, read_write> out: array<f32>;
+
+@compute @workgroup_size(64)
+fn main(@builtin(global_invocation_id) gid: vec3<u32>) {
+let i = gid.x + gid.y * 2048u;
+if (i >= 2048u) { return; }
+let x = f32(b0[i]); let s = f32(f32(x / (1.0 + exp(-x))));
+out[i] = f32(s * f32(b1[i]));
+}

qwen35-2b-fp16-int4-g8-gptq-up-proj-candidate/kernels/ed85b49af889a8d9b89e04ae3538487f15793458b0fa0b578951d2934565c507.wgsl

@@ -0,0 +1,10 @@
+enable f16;
+@group(0) @binding(0) var<storage, read> b0: array<f16>;
+@group(0) @binding(1) var<storage, read_write> out: array<f16>;
+
+@compute @workgroup_size(64)
+fn main(@builtin(global_invocation_id) gid: vec3<u32>) {
+let i = gid.x + gid.y * 64u;
+if (i >= 16u) { return; }
+out[i] = f16(f32(b0[i]) + (1e-06 * 1.0));
+}

qwen35-2b-fp16-int4-g8-gptq-up-proj-candidate/kernels/edfa4ff396bf5cc3be28d9051639c4dda6fec1302d7a2bd34d89ec903af94af1.wgsl

@@ -0,0 +1,9 @@
+@group(0) @binding(0) var<storage, read> b0: array<f32>;
+@group(0) @binding(1) var<storage, read_write> out: array<f32>;
+
+@compute @workgroup_size(64)
+fn main(@builtin(global_invocation_id) gid: vec3<u32>) {
+let i = gid.x + gid.y * 64u;
+if (i >= 16u) { return; }
+out[i] = f32(f32(b0[i]) + (1e-06 * 1.0));
+}

qwen35-2b-fp16-int4-g8-gptq-up-proj-candidate/kernels/ee8cb8841414e9cce3869ed695f9da31c391435b2277895608881c98ef1b03d0.wgsl

@@ -0,0 +1,10 @@
+enable f16;
+@group(0) @binding(0) var<storage, read> b0: array<f16>;
+@group(0) @binding(1) var<storage, read_write> out: array<f16>;
+
+@compute @workgroup_size(64)
+fn main(@builtin(global_invocation_id) gid: vec3<u32>) {
+let i = gid.x + gid.y * 64u;
+if (i >= 64u) { return; }
+out[i] = f16(b0[((i / 64u) % 1u) * 128u + ((i / 32u) % 2u) * 64u + ((i / 32u) % 1u) * 64u + (((i / 1u) % 32u) * 1u + 32u) * 1u]);
+}

qwen35-2b-fp16-int4-g8-gptq-up-proj-candidate/kernels/efd4310107ed3db32f1792f1360971ff7ce4234ab64fda03dcaaa9bff52bb912.wgsl

@@ -0,0 +1,11 @@
+enable f16;
+@group(0) @binding(0) var<storage, read> b0: array<f16>;
+@group(0) @binding(1) var<storage, read> b1: array<f16>;
+@group(0) @binding(2) var<storage, read_write> out: array<f16>;
+
+@compute @workgroup_size(64)
+fn main(@builtin(global_invocation_id) gid: vec3<u32>) {
+let i = gid.x + gid.y * 8192u;
+if (i >= 8192u) { return; }
+out[i] = f16(f32(b0[i]) * f32(b1[i]));
+}

qwen35-2b-fp16-int4-g8-gptq-up-proj-candidate/kernels/f0e1e2c32b3de7f39e89bf63084aa2cc5d98bd6acf12e56e33d55be2c6a94862.wgsl

@@ -0,0 +1,13 @@
+enable f16;
+@group(0) @binding(0) var<storage, read> b0: array<f16>;
+@group(0) @binding(1) var<storage, read> b1: array<f16>;
+@group(0) @binding(2) var<storage, read_write> out: array<f16>;
+
+@compute @workgroup_size(64)
+fn main(@builtin(global_invocation_id) gid: vec3<u32>) {
+let i = gid.x + gid.y * 128u;
+if (i >= 128u) { return; }
+let coord = (i / 1u) % 64u;
+if (coord >= 0u && coord < 32u) { out[i] = f16(b0[(i / 64u) * 32u + (coord - 0u) * 1u + i % 1u]); }
+if (coord >= 32u && coord < 64u) { out[i] = f16(b1[(i / 64u) * 32u + (coord - 32u) * 1u + i % 1u]); }
+}

qwen35-2b-fp16-int4-g8-gptq-up-proj-candidate/kernels/f114c5cb9f1a7e377d9a3bcb28ab15b72807ece1796cf9c02fc74e7ce7318cc3.wgsl

@@ -0,0 +1,9 @@
+@group(0) @binding(0) var<storage, read> b0: array<f32>;
+@group(0) @binding(1) var<storage, read_write> out: array<f32>;
+
+@compute @workgroup_size(64)
+fn main(@builtin(global_invocation_id) gid: vec3<u32>) {
+let i = gid.x + gid.y * 64u;
+if (i >= 16u) { return; }
+out[i] = f32(b0[((i / 16u) % 1u) * 16u + ((i / 1u) % 16u) * 1u + 0u * 1u]);
+}

qwen35-2b-fp16-int4-g8-gptq-up-proj-candidate/kernels/f3defbac8d19992cfa348ec80967aec0c899cc3844ff5d320f19514492df5d9d.wgsl

@@ -0,0 +1,12 @@
+enable f16;
+@group(0) @binding(0) var<storage, read> b0: array<f16>;
+@group(0) @binding(1) var<storage, read> b1: array<f16>;
+@group(0) @binding(2) var<storage, read_write> out: array<f16>;
+
+@compute @workgroup_size(64)
+fn main(@builtin(global_invocation_id) gid: vec3<u32>) {
+let i = gid.x + gid.y * 24576u;
+if (i >= 24576u) { return; }
+let x = f32(b0[i]); let s = f32(f16(x / (1.0 + exp(-x))));
+out[i] = f16(s * f32(b1[i]));
+}

qwen35-2b-fp16-int4-g8-gptq-up-proj-candidate/kernels/f40727952ccdc71060abbdab6a141b0497a38b727d2f5b943fe826ce90497bd1.wgsl

@@ -0,0 +1,35 @@
+enable f16;
+@group(0) @binding(0) var<storage, read> b0: array<f16>;
+@group(0) @binding(1) var<storage, read_write> out: array<f32>;
+
+var<workgroup> partial: array<f32, 64>;
+@compute @workgroup_size(64)
+fn main(@builtin(workgroup_id) group: vec3<u32>, @builtin(local_invocation_id) local: vec3<u32>) {
+    let row = group.x + group.y * 32u;
+    if (row >= 32u) { return; }
+    let lane = local.x;
+    var maximum = -3.4028234663852886e38;
+    for (var p = lane; p < 4096u; p += 64u) { maximum = max(maximum, f32(b0[row * 4096u + p])); }
+    partial[lane] = maximum;
+    workgroupBarrier();
+    for (var stride = 32u; stride > 0u; stride /= 2u) {
+        if (lane < stride) { partial[lane] = max(partial[lane], partial[lane + stride]); }
+        workgroupBarrier();
+    }
+    maximum = partial[0];
+    // All lanes must finish reading the maximum before the scratch array is reused.
+    workgroupBarrier();
+    var total = 0.0;
+    for (var p = lane; p < 4096u; p += 64u) { total += exp(f32(b0[row * 4096u + p]) - maximum); }
+    partial[lane] = total;
+    workgroupBarrier();
+    for (var stride = 32u; stride > 0u; stride /= 2u) {
+        if (lane < stride) { partial[lane] += partial[lane + stride]; }
+        workgroupBarrier();
+    }
+    total = partial[0];
+    for (var p = lane; p < 4096u; p += 64u) {
+        let i = row * 4096u + p;
+        out[i] = f32(exp(f32(b0[row * 4096u + p]) - maximum) / total);
+    }
+}

qwen35-2b-fp16-int4-g8-gptq-up-proj-candidate/kernels/f4c3dc2ebe43777fd7845b1e2ffb53880a2262bf3c6626323738f748fe0e679c.wgsl

@@ -0,0 +1,13 @@
+enable f16;
+@group(0) @binding(0) var<storage, read> b0: array<i32>;
+@group(0) @binding(1) var<storage, read> b1: array<f16>;
+@group(0) @binding(2) var<storage, read_write> out: array<f16>;
+
+@compute @workgroup_size(64)
+fn main(@builtin(global_invocation_id) gid: vec3<u32>) {
+let i = gid.x + gid.y * 8192u;
+if (i >= 8192u) { return; }
+let token = i32(b0[i / 2048u]);
+if (token < 229376 || token >= 248320) { out[i] = f16(0.0); return; }
+out[i] = f16(b1[u32(token - 229376) * 2048u + i % 2048u]);
+}

qwen35-2b-fp16-int4-g8-gptq-up-proj-candidate/kernels/f545db742864db922611db9427c0784c9ced6fe4fb27a75b15cee7f83a04fc7a.wgsl

@@ -0,0 +1,10 @@
+enable f16;
+@group(0) @binding(0) var<storage, read> b0: array<f16>;
+@group(0) @binding(1) var<storage, read_write> out: array<f32>;
+
+@compute @workgroup_size(64)
+fn main(@builtin(global_invocation_id) gid: vec3<u32>) {
+let i = gid.x + gid.y * 256u;
+if (i >= 256u) { return; }
+out[i] = f32(b0[i]);
+}

qwen35-2b-fp16-int4-g8-gptq-up-proj-candidate/kernels/f5674e878f8329067270d349d8c26b5b94051ac7452ff6e4f8210e0f97c01336.wgsl

@@ -0,0 +1,10 @@
+enable f16;
+@group(0) @binding(0) var<storage, read> b0: array<f16>;
+@group(0) @binding(1) var<storage, read_write> out: array<f16>;
+
+@compute @workgroup_size(64)
+fn main(@builtin(global_invocation_id) gid: vec3<u32>) {
+let i = gid.x + gid.y * 2048u;
+if (i >= 2048u) { return; }
+out[i] = f16(b0[((i / 2048u) % 1u) * 4096u + ((i / 2048u) % 1u) * 4096u + ((i / 256u) % 8u) * 512u + (((i / 1u) % 256u) * 1u + 0u) * 1u]);
+}

qwen35-2b-fp16-int4-g8-gptq-up-proj-candidate/kernels/f66b0b2ea4229895bb6599fb5d3528be17eb9020c19829b54dd0fbb4d4857039.wgsl

@@ -0,0 +1,10 @@
+@group(0) @binding(0) var<storage, read> b0: array<f32>;
+@group(0) @binding(1) var<storage, read> b1: array<f32>;
+@group(0) @binding(2) var<storage, read_write> out: array<f32>;
+
+@compute @workgroup_size(64)
+fn main(@builtin(global_invocation_id) gid: vec3<u32>) {
+let i = gid.x + gid.y * 64u;
+if (i >= 64u) { return; }
+out[i] = f32(f32(b0[((i / 1u) % 16u) * 1u]) * f32(b1[i]));
+}

qwen35-2b-fp16-int4-g8-gptq-up-proj-candidate/kernels/f6c4d4177cf7f8a388a006af894d865388fb805d66339c92a711bee10a92e864.wgsl

@@ -0,0 +1,10 @@
+@group(0) @binding(0) var<storage, read> b0: array<f32>;
+@group(0) @binding(1) var<storage, read_write> out: array<f32>;
+
+@compute @workgroup_size(64)
+fn main(@builtin(global_invocation_id) gid: vec3<u32>) {
+let i = gid.x + gid.y * 8192u;
+if (i >= 8192u) { return; }
+let x = f32(b0[i]);
+out[i] = f32(x*x);
+}

qwen35-2b-fp16-int4-g8-gptq-up-proj-candidate/kernels/f6c956fa9d3342793cbd859a6e47baea9cfafaac162fc2accf4b8f4728d0f604.wgsl

@@ -0,0 +1,10 @@
+enable f16;
+@group(0) @binding(0) var<storage, read> b0: array<f16>;
+@group(0) @binding(1) var<storage, read_write> out: array<f16>;
+
+@compute @workgroup_size(64)
+fn main(@builtin(global_invocation_id) gid: vec3<u32>) {
+let i = gid.x + gid.y * 8192u;
+if (i >= 8192u) { return; }
+out[i] = f16(b0[((i / 8192u) % 1u) * 16384u + ((i / 2048u) % 4u) * 4096u + ((i / 256u) % 8u) * 512u + (((i / 1u) % 256u) * 1u + 0u) * 1u]);
+}

qwen35-2b-fp16-int4-g8-gptq-up-proj-candidate/kernels/f76e817d0fd4ad9c1f1eb8f983fa75d36bf001ffeebe8cc021053ab41adba73e.wgsl

@@ -0,0 +1,10 @@
+enable f16;
+@group(0) @binding(0) var<storage, read> b0: array<f16>;
+@group(0) @binding(1) var<storage, read_write> out: array<f16>;
+
+@compute @workgroup_size(64)
+fn main(@builtin(global_invocation_id) gid: vec3<u32>) {
+let i = gid.x + gid.y * 2048u;
+if (i >= 2048u) { return; }
+out[i] = f16(b0[((i / 2048u) % 1u) * 2048u + ((i / 1024u) % 2u) * 256u + ((i / 256u) % 4u) * 512u + ((i / 1u) % 256u) * 1u]);
+}

qwen35-2b-fp16-int4-g8-gptq-up-proj-candidate/kernels/f8a4395bd0356791917d7ef0469f9b7d983d33d4b7ad044d66852ead8a86971b.wgsl

@@ -0,0 +1,10 @@
+enable f16;
+@group(0) @binding(0) var<storage, read> b0: array<f32>;
+@group(0) @binding(1) var<storage, read_write> out: array<f16>;
+
+@compute @workgroup_size(64)
+fn main(@builtin(global_invocation_id) gid: vec3<u32>) {
+let i = gid.x + gid.y * 2048u;
+if (i >= 2048u) { return; }
+out[i] = f16(b0[i]);
+}

qwen35-2b-fp16-int4-g8-gptq-up-proj-candidate/kernels/f8e54ce0cc83d023492ec797d54954a8aca947507fd221a5785671b2679391a8.wgsl

@@ -0,0 +1,10 @@
+enable f16;
+@group(0) @binding(0) var<storage, read> b0: array<f16>;
+@group(0) @binding(1) var<storage, read_write> out: array<f16>;
+
+@compute @workgroup_size(64)
+fn main(@builtin(global_invocation_id) gid: vec3<u32>) {
+let i = gid.x + gid.y * 2048u;
+if (i >= 2048u) { return; }
+out[i] = f16(b0[((i / 2048u) % 1u) * 2048u + ((i / 256u) % 8u) * 256u + ((i / 256u) % 1u) * 2048u + ((i / 1u) % 256u) * 1u]);
+}

qwen35-2b-fp16-int4-g8-gptq-up-proj-candidate/kernels/f8f254ef99c96d854e32eb1471a76fc90ecf7430140c9dbe819450f89a6c1f86.wgsl

@@ -0,0 +1,10 @@
+@group(0) @binding(0) var<storage, read> b0: array<f32>;
+@group(0) @binding(1) var<storage, read> b1: array<f32>;
+@group(0) @binding(2) var<storage, read_write> out: array<f32>;
+
+@compute @workgroup_size(64)
+fn main(@builtin(global_invocation_id) gid: vec3<u32>) {
+let i = gid.x + gid.y * 8192u;
+if (i >= 8192u) { return; }
+out[i] = f32(f32(b0[i]) * f32(b1[((i / 2048u) % 4u) * 1u]));
+}

qwen35-2b-fp16-int4-g8-gptq-up-proj-candidate/kernels/fa1c36207dbf73b89a207971c82a8ed3c252e4b5057c44d46f9646ecce99da76.wgsl

@@ -0,0 +1,10 @@
+enable f16;
+@group(0) @binding(0) var<storage, read> b0: array<f16>;
+@group(0) @binding(1) var<storage, read_write> out: array<f16>;
+
+@compute @workgroup_size(64)
+fn main(@builtin(global_invocation_id) gid: vec3<u32>) {
+let i = gid.x + gid.y * 8192u;
+if (i >= 8192u) { return; }
+out[i] = f16(b0[((i / 8192u) % 1u) * 8192u + ((i / 1024u) % 8u) * 256u + ((i / 256u) % 4u) * 2048u + ((i / 1u) % 256u) * 1u]);
+}

qwen35-2b-fp16-int4-g8-gptq-up-proj-candidate/kernels/fa1f9f1b1a1b613af433d5c64403f56d63035cab169480cbafb09c9c7ca4e635.wgsl

@@ -0,0 +1,12 @@
+enable f16;
+@group(0) @binding(0) var<storage, read> b0: array<f16>;
+@group(0) @binding(1) var<storage, read> b1: array<f16>;
+@group(0) @binding(2) var<storage, read_write> out: array<f16>;
+
+@compute @workgroup_size(64)
+fn main(@builtin(global_invocation_id) gid: vec3<u32>) {
+let i = gid.x + gid.y * 6144u;
+if (i >= 6144u) { return; }
+let x = f32(b0[i]); let s = f32(f16(x / (1.0 + exp(-x))));
+out[i] = f16(s * f32(b1[i]));
+}

qwen35-2b-fp16-int4-g8-gptq-up-proj-candidate/kernels/fa7c163b443e5f494b83f24da518fcad3e353d6e85facc3e3478f6005f964bd6.wgsl

@@ -0,0 +1,9 @@
+@group(0) @binding(0) var<storage, read> b0: array<f32>;
+@group(0) @binding(1) var<storage, read_write> out: array<f32>;
+
+@compute @workgroup_size(64)
+fn main(@builtin(global_invocation_id) gid: vec3<u32>) {
+let i = gid.x + gid.y * 8192u;
+if (i >= 8192u) { return; }
+out[i] = f32(b0[((i / 8192u) % 1u) * 8192u + ((i / 2048u) % 4u) * 128u + ((i / 128u) % 16u) * 512u + ((i / 1u) % 128u) * 1u]);
+}

qwen35-2b-fp16-int4-g8-gptq-up-proj-candidate/kernels/fbd5901cb1a1eb937591681771052ad2f1bff8cb34dce47177f5be52ff0aabf1.wgsl

@@ -0,0 +1,13 @@
+enable f16;
+@group(0) @binding(0) var<storage, read> b0: array<i32>;
+@group(0) @binding(1) var<storage, read> b1: array<f16>;
+@group(0) @binding(2) var<storage, read_write> out: array<f16>;
+
+@compute @workgroup_size(64)
+fn main(@builtin(global_invocation_id) gid: vec3<u32>) {
+let i = gid.x + gid.y * 2048u;
+if (i >= 2048u) { return; }
+let token = i32(b0[i / 2048u]);
+if (token < 229376 || token >= 248320) { out[i] = f16(0.0); return; }
+out[i] = f16(b1[u32(token - 229376) * 2048u + i % 2048u]);
+}

qwen35-2b-fp16-int4-g8-gptq-up-proj-candidate/kernels/fc87fe785180c3af246a6a83db264194a3db180fb143b2faa14bfc0ba9b4fe5d.wgsl

@@ -0,0 +1,10 @@
+enable f16;
+@group(0) @binding(0) var<storage, read> b0: array<f16>;
+@group(0) @binding(1) var<storage, read_write> out: array<f16>;
+
+@compute @workgroup_size(64)
+fn main(@builtin(global_invocation_id) gid: vec3<u32>) {
+let i = gid.x + gid.y * 6144u;
+if (i >= 6144u) { return; }
+out[i] = f16(b0[((i / 6144u) % 1u) * 6144u + ((i / 6144u) % 1u) * 1u + ((i / 1u) % 6144u) * 1u]);
+}

qwen35-2b-fp16-int4-g8-gptq-up-proj-candidate/kernels/fd2084f233c932d1160371a9a522dbc8abdf416285eef54e02e18e4738d12675.wgsl

@@ -0,0 +1,10 @@
+enable f16;
+@group(0) @binding(0) var<storage, read> b0: array<f16>;
+@group(0) @binding(1) var<storage, read_write> out: array<f16>;
+
+@compute @workgroup_size(64)
+fn main(@builtin(global_invocation_id) gid: vec3<u32>) {
+let i = gid.x + gid.y * 256u;
+if (i >= 256u) { return; }
+out[i] = f16(b0[((i / 256u) % 1u) * 512u + ((i / 128u) % 2u) * 256u + ((i / 32u) % 4u) * 64u + (((i / 1u) % 32u) * 1u + 0u) * 1u]);
+}

qwen35-2b-fp16-int4-g8-gptq-up-proj-candidate/manifest.json

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+      "sha256": "fa7c163b443e5f494b83f24da518fcad3e353d6e85facc3e3478f6005f964bd6"
+    },
+    {
+      "path": "kernels/fd2084f233c932d1160371a9a522dbc8abdf416285eef54e02e18e4738d12675.wgsl",
+      "byteLength": 411,
+      "sha256": "fd2084f233c932d1160371a9a522dbc8abdf416285eef54e02e18e4738d12675"
+    },
+    {
+      "path": "entrypoints/prefill-4.json",
+      "byteLength": 9551057,
+      "sha256": "fe90b5fe47655181fa506a7363b1de4a2fc3f364350beef9bc8cf28e269d8454"
+    }
+  ],
+  "metadata": {
+    "repository": "Qwen/Qwen3.5-2B",
+    "revision": "15852e8c16360a2fea060d615a32b45270f8a8fc",
+    "architecture": "qwen3_5",
+    "modalities": [
+      "text"
+    ],
+    "license": "apache-2.0",
+    "sourceWeights": [
+      {
+        "path": "model.safetensors-00001-of-00001.safetensors",
+        "sha256": "aa33250c4fc64891ddfaba3a314fd9542ea371843c387178b425fbcc5ed680b1"
+      }
+    ],
+    "profile": "fp16-int4-g8-gptq-mixed-8f56efd4",
+    "prefill": "queued-incremental",
+    "checkpointCertified": false,
+    "fusion": true,
+    "quantizationSelection": {
+      "include": [
+        "*_mlp_up_proj_weight"
+      ],
+      "exclude": []
+    },
+    "quantizationCalibration": {
+      "method": "gptq",
+      "prompts": "artifacts/fixtures/qwen35-quantization-prompts.json",
+      "sha256": "0ca90afbabe4a38093604c36384ebefcddc5a660135c641e5ec0dda7708f8e04",
+      "cases": [
+        {
+          "id": "arithmetic",
+          "tokens": 19
+        },
+        {
+          "id": "english-list",
+          "tokens": 21
+        },
+        {
+          "id": "korean-explanation",
+          "tokens": 25
+        },
+        {
+          "id": "translation",
+          "tokens": 29
+        },
+        {
+          "id": "code",
+          "tokens": 25
+        },
+        {
+          "id": "structured-output",
+          "tokens": 28
+        }
+      ]
+    }
+  },
+  "validation": {
+    "checkpointCertified": false,
+    "hardware": []
+  },
+  "generation": {
+    "contextLength": 4096,
+    "inputIds": "input_ids",
+    "positionIds": "position_ids",
+    "attentionMask": "attention_mask",
+    "logits": "linear_186",
+    "eosTokenIds": [
+      248044
+    ],
+    "tokenizer": "tokenizer/tokenizer.json",
+    "tokenizerConfig": "tokenizer/tokenizer_config.json",
+    "chatTemplate": "tokenizer/chat_template.jinja",
+    "prefillEntrypoints": {
+      "4": "prefill-4"
+    },
+    "prefillDefault": true
+  }
+}

qwen35-2b-fp16-int4-g8-gptq-up-proj-candidate/source/LICENSE

@@ -0,0 +1,202 @@
+
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+                           Version 2.0, January 2004
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+
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+   See the License for the specific language governing permissions and
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qwen35-2b-fp16-int4-g8-gptq-up-proj-candidate/source/config.json

@@ -0,0 +1,96 @@
+{
+    "architectures": [
+        "Qwen3_5ForConditionalGeneration"
+    ],
+    "image_token_id": 248056,
+    "model_type": "qwen3_5",
+    "text_config": {
+        "attention_bias": false,
+        "attention_dropout": 0.0,
+        "attn_output_gate": true,
+        "dtype": "bfloat16",
+        "eos_token_id": 248044,
+        "full_attention_interval": 4,
+        "head_dim": 256,
+        "hidden_act": "silu",
+        "hidden_size": 2048,
+        "initializer_range": 0.02,
+        "intermediate_size": 6144,
+        "layer_types": [
+            "linear_attention",
+            "linear_attention",
+            "linear_attention",
+            "full_attention",
+            "linear_attention",
+            "linear_attention",
+            "linear_attention",
+            "full_attention",
+            "linear_attention",
+            "linear_attention",
+            "linear_attention",
+            "full_attention",
+            "linear_attention",
+            "linear_attention",
+            "linear_attention",
+            "full_attention",
+            "linear_attention",
+            "linear_attention",
+            "linear_attention",
+            "full_attention",
+            "linear_attention",
+            "linear_attention",
+            "linear_attention",
+            "full_attention"
+        ],
+        "linear_conv_kernel_dim": 4,
+        "linear_key_head_dim": 128,
+        "linear_num_key_heads": 16,
+        "linear_num_value_heads": 16,
+        "linear_value_head_dim": 128,
+        "max_position_embeddings": 262144,
+        "mlp_only_layers": [],
+        "model_type": "qwen3_5_text",
+        "mtp_num_hidden_layers": 1,
+        "mtp_use_dedicated_embeddings": false,
+        "num_attention_heads": 8,
+        "num_hidden_layers": 24,
+        "num_key_value_heads": 2,
+        "rms_norm_eps": 1e-06,
+        "tie_word_embeddings": true,
+        "use_cache": true,
+        "vocab_size": 248320,
+        "mamba_ssm_dtype": "float32",
+        "rope_parameters": {
+            "mrope_interleaved": true,
+            "mrope_section": [
+                11,
+                11,
+                10
+            ],
+            "rope_type": "default",
+            "rope_theta": 10000000,
+            "partial_rotary_factor": 0.25
+        }
+    },
+    "tie_word_embeddings": true,
+    "transformers_version": "4.57.0.dev0",
+    "video_token_id": 248057,
+    "vision_config": {
+        "deepstack_visual_indexes": [],
+        "depth": 24,
+        "hidden_act": "gelu_pytorch_tanh",
+        "hidden_size": 1024,
+        "in_channels": 3,
+        "initializer_range": 0.02,
+        "intermediate_size": 4096,
+        "model_type": "qwen3_5",
+        "num_heads": 16,
+        "num_position_embeddings": 2304,
+        "out_hidden_size": 2048,
+        "patch_size": 16,
+        "spatial_merge_size": 2,
+        "temporal_patch_size": 2
+    },
+    "vision_end_token_id": 248054,
+    "vision_start_token_id": 248053
+}

qwen35-2b-fp16-int4-g8-gptq-up-proj-candidate/source/provenance.json

@@ -0,0 +1,10 @@
+{
+  "repository": "Qwen/Qwen3.5-2B",
+  "revision": "15852e8c16360a2fea060d615a32b45270f8a8fc",
+  "architecture": "qwen3_5",
+  "modalities": [
+    "text",
+    "image"
+  ],
+  "license": "apache-2.0"
+}

qwen35-2b-fp16-int4-g8-gptq-up-proj-candidate/tokenizer/chat_template.jinja

@@ -0,0 +1,154 @@
+{%- set image_count = namespace(value=0) %}
+{%- set video_count = namespace(value=0) %}
+{%- macro render_content(content, do_vision_count, is_system_content=false) %}
+    {%- if content is string %}
+        {{- content }}
+    {%- elif content is iterable and content is not mapping %}
+        {%- for item in content %}
+            {%- if 'image' in item or 'image_url' in item or item.type == 'image' %}
+                {%- if is_system_content %}
+                    {{- raise_exception('System message cannot contain images.') }}
+                {%- endif %}
+                {%- if do_vision_count %}
+                    {%- set image_count.value = image_count.value + 1 %}
+                {%- endif %}
+                {%- if add_vision_id %}
+                    {{- 'Picture ' ~ image_count.value ~ ': ' }}
+                {%- endif %}
+                {{- '<|vision_start|><|image_pad|><|vision_end|>' }}
+            {%- elif 'video' in item or item.type == 'video' %}
+                {%- if is_system_content %}
+                    {{- raise_exception('System message cannot contain videos.') }}
+                {%- endif %}
+                {%- if do_vision_count %}
+                    {%- set video_count.value = video_count.value + 1 %}
+                {%- endif %}
+                {%- if add_vision_id %}
+                    {{- 'Video ' ~ video_count.value ~ ': ' }}
+                {%- endif %}
+                {{- '<|vision_start|><|video_pad|><|vision_end|>' }}
+            {%- elif 'text' in item %}
+                {{- item.text }}
+            {%- else %}
+                {{- raise_exception('Unexpected item type in content.') }}
+            {%- endif %}
+        {%- endfor %}
+    {%- elif content is none or content is undefined %}
+        {{- '' }}
+    {%- else %}
+        {{- raise_exception('Unexpected content type.') }}
+    {%- endif %}
+{%- endmacro %}
+{%- if not messages %}
+    {{- raise_exception('No messages provided.') }}
+{%- endif %}
+{%- if tools and tools is iterable and tools is not mapping %}
+    {{- '<|im_start|>system\n' }}
+    {{- "# Tools\n\nYou have access to the following functions:\n\n<tools>" }}
+    {%- for tool in tools %}
+        {{- "\n" }}
+        {{- tool | tojson }}
+    {%- endfor %}
+    {{- "\n</tools>" }}
+    {{- '\n\nIf you choose to call a function ONLY reply in the following format with NO suffix:\n\n<tool_call>\n<function=example_function_name>\n<parameter=example_parameter_1>\nvalue_1\n</parameter>\n<parameter=example_parameter_2>\nThis is the value for the second parameter\nthat can span\nmultiple lines\n</parameter>\n</function>\n</tool_call>\n\n<IMPORTANT>\nReminder:\n- Function calls MUST follow the specified format: an inner <function=...></function> block must be nested within <tool_call></tool_call> XML tags\n- Required parameters MUST be specified\n- You may provide optional reasoning for your function call in natural language BEFORE the function call, but NOT after\n- If there is no function call available, answer the question like normal with your current knowledge and do not tell the user about function calls\n</IMPORTANT>' }}
+    {%- if messages[0].role == 'system' %}
+        {%- set content = render_content(messages[0].content, false, true)|trim %}
+        {%- if content %}
+            {{- '\n\n' + content }}
+        {%- endif %}
+    {%- endif %}
+    {{- '<|im_end|>\n' }}
+{%- else %}
+    {%- if messages[0].role == 'system' %}
+        {%- set content = render_content(messages[0].content, false, true)|trim %}
+        {{- '<|im_start|>system\n' + content + '<|im_end|>\n' }}
+    {%- endif %}
+{%- endif %}
+{%- set ns = namespace(multi_step_tool=true, last_query_index=messages|length - 1) %}
+{%- for message in messages[::-1] %}
+    {%- set index = (messages|length - 1) - loop.index0 %}
+    {%- if ns.multi_step_tool and message.role == "user" %}
+        {%- set content = render_content(message.content, false)|trim %}
+        {%- if not(content.startswith('<tool_response>') and content.endswith('</tool_response>')) %}
+            {%- set ns.multi_step_tool = false %}
+            {%- set ns.last_query_index = index %}
+        {%- endif %}
+    {%- endif %}
+{%- endfor %}
+{%- if ns.multi_step_tool %}
+    {{- raise_exception('No user query found in messages.') }}
+{%- endif %}
+{%- for message in messages %}
+    {%- set content = render_content(message.content, true)|trim %}
+    {%- if message.role == "system" %}
+        {%- if not loop.first %}
+            {{- raise_exception('System message must be at the beginning.') }}
+        {%- endif %}
+    {%- elif message.role == "user" %}
+        {{- '<|im_start|>' + message.role + '\n' + content + '<|im_end|>' + '\n' }}
+    {%- elif message.role == "assistant" %}
+        {%- set reasoning_content = '' %}
+        {%- if message.reasoning_content is string %}
+            {%- set reasoning_content = message.reasoning_content %}
+        {%- else %}
+            {%- if '</think>' in content %}
+                {%- set reasoning_content = content.split('</think>')[0].rstrip('\n').split('<think>')[-1].lstrip('\n') %}
+                {%- set content = content.split('</think>')[-1].lstrip('\n') %}
+            {%- endif %}
+        {%- endif %}
+        {%- set reasoning_content = reasoning_content|trim %}
+        {%- if loop.index0 > ns.last_query_index %}
+            {{- '<|im_start|>' + message.role + '\n<think>\n' + reasoning_content + '\n</think>\n\n' + content }}
+        {%- else %}
+            {{- '<|im_start|>' + message.role + '\n' + content }}
+        {%- endif %}
+        {%- if message.tool_calls and message.tool_calls is iterable and message.tool_calls is not mapping %}
+            {%- for tool_call in message.tool_calls %}
+                {%- if tool_call.function is defined %}
+                    {%- set tool_call = tool_call.function %}
+                {%- endif %}
+                {%- if loop.first %}
+                    {%- if content|trim %}
+                        {{- '\n\n<tool_call>\n<function=' + tool_call.name + '>\n' }}
+                    {%- else %}
+                        {{- '<tool_call>\n<function=' + tool_call.name + '>\n' }}
+                    {%- endif %}
+                {%- else %}
+                    {{- '\n<tool_call>\n<function=' + tool_call.name + '>\n' }}
+                {%- endif %}
+                {%- if tool_call.arguments is defined %}
+                    {%- for args_name, args_value in tool_call.arguments|items %}
+                        {{- '<parameter=' + args_name + '>\n' }}
+                        {%- set args_value = args_value | tojson | safe if args_value is mapping or (args_value is sequence and args_value is not string) else args_value | string %}
+                        {{- args_value }}
+                        {{- '\n</parameter>\n' }}
+                    {%- endfor %}
+                {%- endif %}
+                {{- '</function>\n</tool_call>' }}
+            {%- endfor %}
+        {%- endif %}
+        {{- '<|im_end|>\n' }}
+    {%- elif message.role == "tool" %}
+        {%- if loop.previtem and loop.previtem.role != "tool" %}
+            {{- '<|im_start|>user' }}
+        {%- endif %}
+        {{- '\n<tool_response>\n' }}
+        {{- content }}
+        {{- '\n</tool_response>' }}
+        {%- if not loop.last and loop.nextitem.role != "tool" %}
+            {{- '<|im_end|>\n' }}
+        {%- elif loop.last %}
+            {{- '<|im_end|>\n' }}
+        {%- endif %}
+    {%- else %}
+        {{- raise_exception('Unexpected message role.') }}
+    {%- endif %}
+{%- endfor %}
+{%- if add_generation_prompt %}
+    {{- '<|im_start|>assistant\n' }}
+    {%- if enable_thinking is defined and enable_thinking is true %}
+        {{- '<think>\n' }}
+    {%- else %}
+        {{- '<think>\n\n</think>\n\n' }}
+    {%- endif %}
+{%- endif %}

qwen35-2b-fp16-int4-g8-gptq-up-proj-candidate/tokenizer/tokenizer.json

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:5f9e4d4901a92b997e463c1f46055088b6cca5ca61a6522d1b9f64c4bb81cb42
+size 12807982

qwen35-2b-fp16-int4-g8-gptq-up-proj-candidate/tokenizer/tokenizer_config.json

@@ -0,0 +1,305 @@
+{
+    "add_prefix_space": false,
+    "added_tokens_decoder": {
+        "248044": {
+            "content": "<|endoftext|>",
+            "lstrip": false,
+            "normalized": false,
+            "rstrip": false,
+            "single_word": false,
+            "special": true
+        },
+        "248045": {
+            "content": "<|im_start|>",
+            "lstrip": false,
+            "normalized": false,
+            "rstrip": false,
+            "single_word": false,
+            "special": true
+        },
+        "248046": {
+            "content": "<|im_end|>",
+            "lstrip": false,
+            "normalized": false,
+            "rstrip": false,
+            "single_word": false,
+            "special": true
+        },
+        "248047": {
+            "content": "<|object_ref_start|>",
+            "lstrip": false,
+            "normalized": false,
+            "rstrip": false,
+            "single_word": false,
+            "special": true
+        },
+        "248048": {
+            "content": "<|object_ref_end|>",
+            "lstrip": false,
+            "normalized": false,
+            "rstrip": false,
+            "single_word": false,
+            "special": true
+        },
+        "248049": {
+            "content": "<|box_start|>",
+            "lstrip": false,
+            "normalized": false,
+            "rstrip": false,
+            "single_word": false,
+            "special": true
+        },
+        "248050": {
+            "content": "<|box_end|>",
+            "lstrip": false,
+            "normalized": false,
+            "rstrip": false,
+            "single_word": false,
+            "special": true
+        },
+        "248051": {
+            "content": "<|quad_start|>",
+            "lstrip": false,
+            "normalized": false,
+            "rstrip": false,
+            "single_word": false,
+            "special": true
+        },
+        "248052": {
+            "content": "<|quad_end|>",
+            "lstrip": false,
+            "normalized": false,
+            "rstrip": false,
+            "single_word": false,
+            "special": true
+        },
+        "248053": {
+            "content": "<|vision_start|>",
+            "lstrip": false,
+            "normalized": false,
+            "rstrip": false,
+            "single_word": false,
+            "special": true
+        },
+        "248054": {
+            "content": "<|vision_end|>",
+            "lstrip": false,
+            "normalized": false,
+            "rstrip": false,
+            "single_word": false,
+            "special": true
+        },
+        "248055": {
+            "content": "<|vision_pad|>",
+            "lstrip": false,
+            "normalized": false,
+            "rstrip": false,
+            "single_word": false,
+            "special": true
+        },
+        "248056": {
+            "content": "<|image_pad|>",
+            "lstrip": false,
+            "normalized": false,
+            "rstrip": false,
+            "single_word": false,
+            "special": true
+        },
+        "248057": {
+            "content": "<|video_pad|>",
+            "lstrip": false,
+            "normalized": false,
+            "rstrip": false,
+            "single_word": false,
+            "special": true
+        },
+        "248058": {
+            "content": "<tool_call>",
+            "lstrip": false,
+            "normalized": false,
+            "rstrip": false,
+            "single_word": false,
+            "special": false
+        },
+        "248059": {
+            "content": "</tool_call>",
+            "lstrip": false,
+            "normalized": false,
+            "rstrip": false,
+            "single_word": false,
+            "special": false
+        },
+        "248060": {
+            "content": "<|fim_prefix|>",
+            "lstrip": false,
+            "normalized": false,
+            "rstrip": false,
+            "single_word": false,
+            "special": false
+        },
+        "248061": {
+            "content": "<|fim_middle|>",
+            "lstrip": false,
+            "normalized": false,
+            "rstrip": false,
+            "single_word": false,
+            "special": false
+        },
+        "248062": {
+            "content": "<|fim_suffix|>",
+            "lstrip": false,
+            "normalized": false,
+            "rstrip": false,
+            "single_word": false,
+            "special": false
+        },
+        "248063": {
+            "content": "<|fim_pad|>",
+            "lstrip": false,
+            "normalized": false,
+            "rstrip": false,
+            "single_word": false,
+            "special": false
+        },
+        "248064": {
+            "content": "<|repo_name|>",
+            "lstrip": false,
+            "normalized": false,
+            "rstrip": false,
+            "single_word": false,
+            "special": false
+        },
+        "248065": {
+            "content": "<|file_sep|>",
+            "lstrip": false,
+            "normalized": false,
+            "rstrip": false,
+            "single_word": false,
+            "special": false
+        },
+        "248066": {
+            "content": "<tool_response>",
+            "lstrip": false,
+            "normalized": false,
+            "rstrip": false,
+            "single_word": false,
+            "special": false
+        },
+        "248067": {
+            "content": "</tool_response>",
+            "lstrip": false,
+            "normalized": false,
+            "rstrip": false,
+            "single_word": false,
+            "special": false
+        },
+        "248068": {
+            "content": "<think>",
+            "lstrip": false,
+            "normalized": false,
+            "rstrip": false,
+            "single_word": false,
+            "special": false
+        },
+        "248069": {
+            "content": "</think>",
+            "lstrip": false,
+            "normalized": false,
+            "rstrip": false,
+            "single_word": false,
+            "special": false
+        },
+        "248070": {
+            "content": "<|audio_start|>",
+            "lstrip": false,
+            "normalized": false,
+            "rstrip": false,
+            "single_word": false,
+            "special": true
+        },
+        "248071": {
+            "content": "<|audio_end|>",
+            "lstrip": false,
+            "normalized": false,
+            "rstrip": false,
+            "single_word": false,
+            "special": true
+        },
+        "248072": {
+            "content": "<tts_pad>",
+            "lstrip": false,
+            "normalized": false,
+            "rstrip": false,
+            "single_word": false,
+            "special": true
+        },
+        "248073": {
+            "content": "<tts_text_bos>",
+            "lstrip": false,
+            "normalized": false,
+            "rstrip": false,
+            "single_word": false,
+            "special": true
+        },
+        "248074": {
+            "content": "<tts_text_eod>",
+            "lstrip": false,
+            "normalized": false,
+            "rstrip": false,
+            "single_word": false,
+            "special": true
+        },
+        "248075": {
+            "content": "<tts_text_bos_single>",
+            "lstrip": false,
+            "normalized": false,
+            "rstrip": false,
+            "single_word": false,
+            "special": true
+        },
+        "248076": {
+            "content": "<|audio_pad|>",
+            "lstrip": false,
+            "normalized": false,
+            "rstrip": false,
+            "single_word": false,
+            "special": true
+        }
+    },
+    "additional_special_tokens": [
+        "<|im_start|>",
+        "<|im_end|>",
+        "<|object_ref_start|>",
+        "<|object_ref_end|>",
+        "<|box_start|>",
+        "<|box_end|>",
+        "<|quad_start|>",
+        "<|quad_end|>",
+        "<|vision_start|>",
+        "<|vision_end|>",
+        "<|vision_pad|>",
+        "<|image_pad|>",
+        "<|video_pad|>"
+    ],
+    "bos_token": null,
+    "chat_template": "{%- set image_count = namespace(value=0) %}\n{%- set video_count = namespace(value=0) %}\n{%- macro render_content(content, do_vision_count, is_system_content=false) %}\n    {%- if content is string %}\n        {{- content }}\n    {%- elif content is iterable and content is not mapping %}\n        {%- for item in content %}\n            {%- if 'image' in item or 'image_url' in item or item.type == 'image' %}\n                {%- if is_system_content %}\n                    {{- raise_exception('System message cannot contain images.') }}\n                {%- endif %}\n                {%- if do_vision_count %}\n                    {%- set image_count.value = image_count.value + 1 %}\n                {%- endif %}\n                {%- if add_vision_id %}\n                    {{- 'Picture ' ~ image_count.value ~ ': ' }}\n                {%- endif %}\n                {{- '<|vision_start|><|image_pad|><|vision_end|>' }}\n            {%- elif 'video' in item or item.type == 'video' %}\n                {%- if is_system_content %}\n                    {{- raise_exception('System message cannot contain videos.') }}\n                {%- endif %}\n                {%- if do_vision_count %}\n                    {%- set video_count.value = video_count.value + 1 %}\n                {%- endif %}\n                {%- if add_vision_id %}\n                    {{- 'Video ' ~ video_count.value ~ ': ' }}\n                {%- endif %}\n                {{- '<|vision_start|><|video_pad|><|vision_end|>' }}\n            {%- elif 'text' in item %}\n                {{- item.text }}\n            {%- else %}\n                {{- raise_exception('Unexpected item type in content.') }}\n            {%- endif %}\n        {%- endfor %}\n    {%- elif content is none or content is undefined %}\n        {{- '' }}\n    {%- else %}\n        {{- raise_exception('Unexpected content type.') }}\n    {%- endif %}\n{%- endmacro %}\n{%- if not messages %}\n    {{- raise_exception('No messages provided.') }}\n{%- endif %}\n{%- if tools and tools is iterable and tools is not mapping %}\n    {{- '<|im_start|>system\\n' }}\n    {{- \"# Tools\\n\\nYou have access to the following functions:\\n\\n<tools>\" }}\n    {%- for tool in tools %}\n        {{- \"\\n\" }}\n        {{- tool | tojson }}\n    {%- endfor %}\n    {{- \"\\n</tools>\" }}\n    {{- '\\n\\nIf you choose to call a function ONLY reply in the following format with NO suffix:\\n\\n<tool_call>\\n<function=example_function_name>\\n<parameter=example_parameter_1>\\nvalue_1\\n</parameter>\\n<parameter=example_parameter_2>\\nThis is the value for the second parameter\\nthat can span\\nmultiple lines\\n</parameter>\\n</function>\\n</tool_call>\\n\\n<IMPORTANT>\\nReminder:\\n- Function calls MUST follow the specified format: an inner <function=...></function> block must be nested within <tool_call></tool_call> XML tags\\n- Required parameters MUST be specified\\n- You may provide optional reasoning for your function call in natural language BEFORE the function call, but NOT after\\n- If there is no function call available, answer the question like normal with your current knowledge and do not tell the user about function calls\\n</IMPORTANT>' }}\n    {%- if messages[0].role == 'system' %}\n        {%- set content = render_content(messages[0].content, false, true)|trim %}\n        {%- if content %}\n            {{- '\\n\\n' + content }}\n        {%- endif %}\n    {%- endif %}\n    {{- '<|im_end|>\\n' }}\n{%- else %}\n    {%- if messages[0].role == 'system' %}\n        {%- set content = render_content(messages[0].content, false, true)|trim %}\n        {{- '<|im_start|>system\\n' + content + '<|im_end|>\\n' }}\n    {%- endif %}\n{%- endif %}\n{%- set ns = namespace(multi_step_tool=true, last_query_index=messages|length - 1) %}\n{%- for message in messages[::-1] %}\n    {%- set index = (messages|length - 1) - loop.index0 %}\n    {%- if ns.multi_step_tool and message.role == \"user\" %}\n        {%- set content = render_content(message.content, false)|trim %}\n        {%- if not(content.startswith('<tool_response>') and content.endswith('</tool_response>')) %}\n            {%- set ns.multi_step_tool = false %}\n            {%- set ns.last_query_index = index %}\n        {%- endif %}\n    {%- endif %}\n{%- endfor %}\n{%- if ns.multi_step_tool %}\n    {{- raise_exception('No user query found in messages.') }}\n{%- endif %}\n{%- for message in messages %}\n    {%- set content = render_content(message.content, true)|trim %}\n    {%- if message.role == \"system\" %}\n        {%- if not loop.first %}\n            {{- raise_exception('System message must be at the beginning.') }}\n        {%- endif %}\n    {%- elif message.role == \"user\" %}\n        {{- '<|im_start|>' + message.role + '\\n' + content + '<|im_end|>' + '\\n' }}\n    {%- elif message.role == \"assistant\" %}\n        {%- set reasoning_content = '' %}\n        {%- if message.reasoning_content is string %}\n            {%- set reasoning_content = message.reasoning_content %}\n        {%- else %}\n            {%- if '</think>' in content %}\n                {%- set reasoning_content = content.split('</think>')[0].rstrip('\\n').split('<think>')[-1].lstrip('\\n') %}\n                {%- set content = content.split('</think>')[-1].lstrip('\\n') %}\n            {%- endif %}\n        {%- endif %}\n        {%- set reasoning_content = reasoning_content|trim %}\n        {%- if loop.index0 > ns.last_query_index %}\n            {{- '<|im_start|>' + message.role + '\\n<think>\\n' + reasoning_content + '\\n</think>\\n\\n' + content }}\n        {%- else %}\n            {{- '<|im_start|>' + message.role + '\\n' + content }}\n        {%- endif %}\n        {%- if message.tool_calls and message.tool_calls is iterable and message.tool_calls is not mapping %}\n            {%- for tool_call in message.tool_calls %}\n                {%- if tool_call.function is defined %}\n                    {%- set tool_call = tool_call.function %}\n                {%- endif %}\n                {%- if loop.first %}\n                    {%- if content|trim %}\n                        {{- '\\n\\n<tool_call>\\n<function=' + tool_call.name + '>\\n' }}\n                    {%- else %}\n                        {{- '<tool_call>\\n<function=' + tool_call.name + '>\\n' }}\n                    {%- endif %}\n                {%- else %}\n                    {{- '\\n<tool_call>\\n<function=' + tool_call.name + '>\\n' }}\n                {%- endif %}\n                {%- if tool_call.arguments is defined %}\n                    {%- for args_name, args_value in tool_call.arguments|items %}\n                        {{- '<parameter=' + args_name + '>\\n' }}\n                        {%- set args_value = args_value | tojson | safe if args_value is mapping or (args_value is sequence and args_value is not string) else args_value | string %}\n                        {{- args_value }}\n                        {{- '\\n</parameter>\\n' }}\n                    {%- endfor %}\n                {%- endif %}\n                {{- '</function>\\n</tool_call>' }}\n            {%- endfor %}\n        {%- endif %}\n        {{- '<|im_end|>\\n' }}\n    {%- elif message.role == \"tool\" %}\n        {%- if loop.previtem and loop.previtem.role != \"tool\" %}\n            {{- '<|im_start|>user' }}\n        {%- endif %}\n        {{- '\\n<tool_response>\\n' }}\n        {{- content }}\n        {{- '\\n</tool_response>' }}\n        {%- if not loop.last and loop.nextitem.role != \"tool\" %}\n            {{- '<|im_end|>\\n' }}\n        {%- elif loop.last %}\n            {{- '<|im_end|>\\n' }}\n        {%- endif %}\n    {%- else %}\n        {{- raise_exception('Unexpected message role.') }}\n    {%- endif %}\n{%- endfor %}\n{%- if add_generation_prompt %}\n    {{- '<|im_start|>assistant\\n' }}\n    {%- if enable_thinking is defined and enable_thinking is true %}\n        {{- '<think>\\n' }}\n    {%- else %}\n        {{- '<think>\\n\\n</think>\\n\\n' }}\n    {%- endif %}\n{%- endif %}",
+    "clean_up_tokenization_spaces": false,
+    "eos_token": "<|im_end|>",
+    "errors": "replace",
+    "model_max_length": 262144,
+    "pad_token": "<|endoftext|>",
+    "split_special_tokens": false,
+    "tokenizer_class": "Qwen2Tokenizer",
+    "unk_token": null,
+    "add_bos_token": false,
+    "pretokenize_regex": "(?i:'s|'t|'re|'ve|'m|'ll|'d)|[^\\r\\n\\p{L}\\p{N}]?[\\p{L}\\p{M}]+|\\p{N}| ?[^\\s\\p{L}\\p{M}\\p{N}]+[\\r\\n]*|\\s*[\\r\\n]+|\\s+(?!\\S)|\\s+",
+    "extra_special_tokens": {
+        "audio_bos_token": "<|audio_start|>",
+        "audio_eos_token": "<|audio_end|>",
+        "audio_token": "<|audio_pad|>",
+        "image_token": "<|image_pad|>",
+        "video_token": "<|video_pad|>",
+        "vision_bos_token": "<|vision_start|>",
+        "vision_eos_token": "<|vision_end|>"
+    }
+}

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