diff --git a/.gitignore b/.gitignore
index eca5fa3..9df9395 100644
--- a/.gitignore
+++ b/.gitignore
@@ -22,3 +22,8 @@ index
 queries.txt
 *.zst
 .safetensors
+*/static/*.woff2
+flamegraph.svg
+*.jsonl
+*.safetensors
+perf.data
diff --git a/Cargo.lock b/Cargo.lock
index 846ce22..cd7d312 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -416,6 +416,18 @@ version = "2.5.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "b81e1519b0d82120d2fd469d5bfb2919a9361c48b02d82d04befc1cdd2002452"
 
+[[package]]
+name = "bitvec"
+version = "1.0.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "1bc2832c24239b0141d5674bb9174f9d68a8b5b3f2753311927c172ca46f7e9c"
+dependencies = [
+ "funty",
+ "radium",
+ "tap",
+ "wyz",
+]
+
 [[package]]
 name = "block-buffer"
 version = "0.10.4"
@@ -1117,6 +1129,12 @@ dependencies = [
  "percent-encoding",
 ]
 
+[[package]]
+name = "funty"
+version = "2.0.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "e6d5a32815ae3f33302d95fdcb2ce17862f8c65363dcfd29360480ba1001fc9c"
+
 [[package]]
 name = "futures-channel"
 version = "0.3.31"
@@ -2046,6 +2064,7 @@ dependencies = [
  "axum",
  "base64 0.22.1",
  "bitcode",
+ "bitvec",
  "bytemuck",
  "candle-core",
  "chrono",
@@ -2067,6 +2086,7 @@ dependencies = [
  "itertools 0.13.0",
  "json5",
  "lazy_static",
+ "matrixmultiply",
  "maud",
  "memmap2",
  "mimalloc",
@@ -2850,6 +2870,12 @@ dependencies = [
  "proc-macro2",
 ]
 
+[[package]]
+name = "radium"
+version = "0.7.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "dc33ff2d4973d518d823d61aa239014831e521c75da58e3df4840d3f47749d09"
+
 [[package]]
 name = "rand"
 version = "0.8.5"
@@ -3873,6 +3899,12 @@ dependencies = [
  "version-compare",
 ]
 
+[[package]]
+name = "tap"
+version = "1.0.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "55937e1799185b12863d447f42597ed69d9928686b8d88a1df17376a097d8369"
+
 [[package]]
 name = "target-lexicon"
 version = "0.12.16"
@@ -4732,6 +4764,15 @@ dependencies = [
  "memchr",
 ]
 
+[[package]]
+name = "wyz"
+version = "0.5.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "05f360fc0b24296329c78fda852a1e9ae82de9cf7b27dae4b7f62f118f77b9ed"
+dependencies = [
+ "tap",
+]
+
 [[package]]
 name = "yoke"
 version = "0.7.5"
diff --git a/Cargo.toml b/Cargo.toml
index ee9357b..39bd6e7 100644
--- a/Cargo.toml
+++ b/Cargo.toml
@@ -62,6 +62,8 @@ monoio = "0.2"
 hyper = "1"
 monoio-compat = { version = "0.2", features = ["hyper"] }
 http-body-util = "0.1"
+matrixmultiply = "0.3"
+bitvec = "1"
 
 [[bin]]
 name = "reddit-dump"
diff --git a/clipfront2/src/About.svelte b/clipfront2/src/About.svelte
index 2b61a4c..f1ba35e 100644
--- a/clipfront2/src/About.svelte
+++ b/clipfront2/src/About.svelte
@@ -9,15 +9,15 @@
 
 <div class="about">
     <p>
-        Welcome to {util.hardConfig.name} by <a href="https://osmarks.net/">osmarks.net Computational Memetics</a>. {util.hardConfig.name} searches images using semantic image/text embedding models. In general, search by thinking of what caption your desired image might have been given by random people on the internet. The model currently in use can read text fairly well and understands moderately abstract properties of images, but is limited to English and case-insensitive.
+        Welcome to {util.hardConfig.name} by <a href="https://osmarks.net/">osmarks.net</a> Computational Memetics. {util.hardConfig.name} searches images using semantic image/text embedding models (refer to <a href="https://arxiv.org/abs/2303.15343">https://arxiv.org/abs/2303.15343</a>, <a href="https://arxiv.org/abs/2103.00020">https://arxiv.org/abs/2103.00020</a>). In general, search by thinking of what caption your desired image might have been given by random people on the internet. The model currently in use can read text fairly well and understands moderately abstract properties of images, but is limited to English and case-insensitive.
     </p>
     <p>
-        Advanced Mode sliders are generated from PCA on the index. The human-readable labels are generated manually by <a href="https://datasets.osmarks.net/components.html">looking at things</a>.
+        "Useful"/"aesthetic"/"meme" sliders are defined based on an approximate extrapolation of my preferences and may not agree with your own opinions. Results are otherwise decided by the inscrutable whims of a billion-parameter neural network. Please note that large-scale internet data may contain things you do not like.
     </p>
     <p>
-        The code is open-source and available on <a href="https://github.com/osmarks/meme-search-engine/">GitHub.</a>
+        The code is open-source and available on <a href="https://github.com/osmarks/meme-search-engine/">GitHub</a>.
     </p>
-    {#if util.hardConfig.telemetryEndpoint}
+    {#if util.hardConfig.telemetry_endpoint}
         <h2>Privacy</h2>
         <p>
             We do not collect personal information. We do collect usage information (associated with a random ID) to improve the ranking algorithms. You can disable this:
diff --git a/clipfront2/src/App.svelte b/clipfront2/src/App.svelte
index b0a7bef..ed5b896 100644
--- a/clipfront2/src/App.svelte
+++ b/clipfront2/src/App.svelte
@@ -154,7 +154,6 @@
     <div class="right">
         <NavItem page="advanced">Advanced</NavItem>
         <NavItem page="about">About</NavItem>
-        <NavItem page="refine">Refine</NavItem>
     </div>
 </nav>
 
@@ -185,7 +184,11 @@
                             <option>+</option>
                             <option>-</option>
                         </select>
-                        <input type="range" min="0" max="2" bind:value={term.weight} step="0.01">
+                        {#if debugEnabled}
+                            <input type="number" bind:value={term.weight} step="0.01">
+                        {:else}
+                            <input type="range" min="0" max="2" bind:value={term.weight} step="0.01">
+                        {/if}
                         {#if term.type === "image"}
                             <span>{term.file.name}</span>
                         {:else if term.type === "text"}
@@ -200,6 +203,14 @@
                     </li>
                 {/each}
             </ul>
+            {#if showDebugSwitch}
+            <div class="ctrlbar">
+                <input type="checkbox" bind:checked={debugEnabled} id="debug" />
+                <label for="debug">Debug</label>
+                {#if debugEnabled}
+                {/if}
+            </div>
+            {/if}
             <div class="ctrlbar">
                 <input type="search" placeholder="Text Query" on:keydown={handleKey} on:focus={newTextQuery}>
                 <button on:click={pickFile}>Image Query</button>
@@ -242,6 +253,9 @@
     let queryCounter = 0
     let config = {}
 
+    const showDebugSwitch = localStorage.getItem("debugEnabled") === "true"
+    let debugEnabled = false
+
     const newTextQuery = (content=null) => {
         queryTerms.push({ type: "text", weight: 1, sign: "+", text: typeof content === "string" ? content : "" })
         queryTerms = queryTerms
@@ -253,9 +267,14 @@
 
     const runSearch = async () => {
         if (!resultPromise) {
+            const friendlyModeQueryOrRandom = friendlyModeQuery ? [{ text: friendlyModeQuery, weight: 1, sign: "+" }] : [{ embedding: util.randn(config.d_emb, 1 / (config.d_emb ** 0.5)), weight: 1, sign: "+" }]
+            const terms = friendlyMode ?
+                friendlyModeQueryOrRandom.concat(util.hardConfig.friendly_mode_default_terms ?? []) :
+                queryTerms.filter(x => x.text !== "").map(x => ({ image: x.imageData, text: x.text, embedding: x.embedding, predefined_embedding: x.predefinedEmbedding, weight: x.weight * { "+": 1, "-": -1 }[x.sign] }))
             let args = {
-                "terms": friendlyMode ? [{ text: friendlyModeQuery, weight: 1, sign: "+" }] : queryTerms.filter(x => x.text !== "").map(x => ({ image: x.imageData, text: x.text, embedding: x.embedding, predefined_embedding: x.predefinedEmbedding, weight: x.weight * { "+": 1, "-": -1 }[x.sign] })),
-                "include_video": true
+                "terms": terms,
+                "include_video": true,
+                "debug_enabled": debugEnabled
             }
 
             util.sendTelemetry("search", {
@@ -314,7 +333,7 @@
                 type: "predefined_embedding",
                 predefinedEmbedding: predefinedEmbeddingName,
                 sign: "+",
-                weight: 0.2
+                weight: 1
             })
         }
         queryTerms = queryTerms
diff --git a/clipfront2/src/QueryRefiner.svelte b/clipfront2/src/QueryRefiner.svelte
index 5055d8d..49e2dcf 100644
--- a/clipfront2/src/QueryRefiner.svelte
+++ b/clipfront2/src/QueryRefiner.svelte
@@ -36,26 +36,14 @@
 
     const d_emb = 1152
 
-    const vecSum = (xs, ys) => xs.map((x, i) => x + ys[i])
-    const vecZero = d => new Array(d).fill(0)
-    const vecScale = (xs, s) => xs.map(x => x * s)
-
-    const boxMuller = () => {
-        let x = Math.random()
-        let y = Math.random()
-        return Math.sqrt(-2.0 * Math.log(x)) * Math.cos(2.0 * Math.PI * y)
-    }
-
-    const randn = (d, sigma) => Array.from({ length: d }, () => boxMuller() * sigma)
-
     const K = 2
     let candidates = []
 
     const select = async candidate => {
         candidates = []
-        const direction = randn(d_emb, 1 / d_emb)
+        const direction = util.randn(d_emb, 1 / d_emb)
         for (let i = -K; i <= K; i++) {
-            const newV = vecSum(vecScale(direction, i / K), candidate.vector)
+            const newV = util.vecSum(util.vecScale(direction, i / K), candidate.vector)
             candidates.push({ vector: newV, results: null, i: i + K })
         }
         await Promise.all(candidates.map(async x => {
@@ -67,7 +55,7 @@
         console.log(candidates)
     }
 
-    select({ vector: randn(d_emb, 1 / d_emb) })
+    select({ vector: util.randn(d_emb, 1 / d_emb) })
 
     const handleKey = ev => {
         const num = parseInt(ev.key)
@@ -75,4 +63,4 @@
             select(candidates[num - 1])
         }
     }
-</script>
\ No newline at end of file
+</script>
diff --git a/clipfront2/src/SearchResults.svelte b/clipfront2/src/SearchResults.svelte
index 7a83a83..d0bdddf 100644
--- a/clipfront2/src/SearchResults.svelte
+++ b/clipfront2/src/SearchResults.svelte
@@ -28,6 +28,10 @@
             {#key `${queryCounter}${result.file}`}
                 <div class="result">
                     <ResultImage {result} {results} {updateCounter} {redrawGrid} constrainBy="width" />
+                    {#if result[5]} <!-- debug info -->
+                        <div>{result[0]}</div>
+                        <div>{JSON.stringify(result[5])}</div>
+                    {/if}
                 </div>
             {/key}
         {/each}
@@ -72,7 +76,7 @@
     export const redrawGrid = async () => {
         if (refreshLayout) {
             refreshLayout()
-            await recomputeScroll()
+            setTimeout(recomputeScroll, 0)
         }
     }
 
@@ -82,7 +86,7 @@
     }
 
     const handleScroll = () => {
-        if (window.scrollY + window.innerHeight >= heightThreshold && pendingImageLoads === 0) {
+        if (window.scrollY + window.innerHeight >= heightThreshold) {
             recomputeScroll()
             if (window.scrollY + window.innerHeight < heightThreshold) return;
             let init = displayedResults.length
diff --git a/clipfront2/src/common.sass b/clipfront2/src/common.sass
index e5ff03c..1c0b390 100644
--- a/clipfront2/src/common.sass
+++ b/clipfront2/src/common.sass
@@ -1,4 +1,11 @@
 @use 'sass:color'
 
+@font-face
+    font-family: 'Iosevka'
+    font-style: normal
+    font-weight: 400
+    src: url(./iosevka.woff2) format('woff2')
+    unicode-range: U+0000-00C0, U+A2-A9, U+AC-AE, U+00D7, U+00F7, U+FEFF, U+FFFD
+
 $palette-primary: #3f9b0b
 $palette-secondary: #033500
diff --git a/clipfront2/src/iosevka.woff2 b/clipfront2/src/iosevka.woff2
new file mode 100644
index 0000000..a4b67c5
Binary files /dev/null and b/clipfront2/src/iosevka.woff2 differ
diff --git a/clipfront2/src/util.js b/clipfront2/src/util.js
index c7fb529..be0a185 100644
--- a/clipfront2/src/util.js
+++ b/clipfront2/src/util.js
@@ -78,3 +78,15 @@ fetch(config.backend_url).then(x => x.json().then(x => {
     serverConfig.set(x)
     window.serverConfig = x
 }))
+
+export const vecSum = (xs, ys) => xs.map((x, i) => x + ys[i])
+export const vecZero = d => new Array(d).fill(0)
+export const vecScale = (xs, s) => xs.map(x => x * s)
+
+const boxMuller = () => {
+    let x = Math.random()
+    let y = Math.random()
+    return Math.sqrt(-2.0 * Math.log(x)) * Math.cos(2.0 * Math.PI * y)
+}
+
+export const randn = (d, sigma) => Array.from({ length: d }, () => boxMuller() * sigma)
diff --git a/clipfront2/static/index.html b/clipfront2/static/index.html
index e0889fa..3da6bd5 100644
--- a/clipfront2/static/index.html
+++ b/clipfront2/static/index.html
@@ -5,7 +5,7 @@
     <meta name="viewport" content="width=device-width, minimum-scale=1, initial-scale=1, user-scalable=yes">
     <meta name="description" content="Organizing the world's memes.">
 
-    <title>Meme Search Engine</title>
+    <title>Nooscope</title>
     </style>
     <link rel="stylesheet" href="app.css">
     <link rel="icon" type="image/png" href="logo.png">
diff --git a/config2.json b/config2.json
new file mode 100644
index 0000000..7c3a389
--- /dev/null
+++ b/config2.json
@@ -0,0 +1,10 @@
+{
+    "listen_address": "127.0.0.1:5601",
+    "clip_server": "http://100.64.0.10:1708",
+    "descriptor_names": [
+        "Useful",
+        "Meme",
+        "Aesthetic",
+        "Time"
+    ]
+}
diff --git a/diskann/chainq.py b/diskann/chainq.py
new file mode 100644
index 0000000..0161953
--- /dev/null
+++ b/diskann/chainq.py
@@ -0,0 +1,164 @@
+import numpy as np
+import msgpack
+import math
+import torch
+from torch import autograd
+import tqdm
+
+DEVICE = torch.device("cuda" if torch.cuda.is_available() else "cpu")
+
+# https://github.com/una-dinosauria/local-search-quantization/blob/master/src/encodings/encode_chain.jl#L2
+# vectorized somewhat
+def viterbi_encode(
+    out_codes: torch.Tensor, # N x M (ints)
+    vectors: torch.Tensor, # N x D
+    codebooks: torch.Tensor # M x H x D
+):
+    N, D = vectors.shape
+    M, H, D2 = codebooks.shape
+    assert D == D2
+
+    # M x H x N - ||x-c||^2 ignoring x.T @ x component
+    unary_costs = -2 * (codebooks @ vectors.T) + (torch.linalg.norm(codebooks, dim=2) ** 2).unsqueeze(-1)
+    binary_costs = torch.zeros(M - 1, H, H, dtype=torch.float, device=DEVICE)
+    for i in range(M - 1):
+        binary_costs[i] = 2 * codebooks[i] @ codebooks[i + 1].T
+    print("binary costs", binary_costs)
+
+    min_cost = torch.zeros(H, N, dtype=torch.float, device=DEVICE)
+    min_idx = torch.zeros(M, H, N, dtype=torch.int, device=DEVICE)
+
+    cost = torch.zeros(H, N, dtype=torch.float, device=DEVICE)
+
+    # forward pass - propagate optimal costs and indices forward
+    for step in tqdm.trange(M - 1):
+        if step > 0:
+            unary_costs[step] += min_cost
+
+        ucost = unary_costs[step]
+
+        # for all possible costs at this step
+        for j in range(H):
+            bcost = binary_costs[step, j].unsqueeze(-1) # independent of N
+            cost = ucost + bcost
+
+            min_values, min_indices = torch.min(cost, dim=0)
+            min_cost[j] = min_values
+            min_idx[step, j] = min_indices
+
+    unary_costs[-1] += min_cost
+
+    # backward pass - propagate optimal indices backwards
+    out_codes[:, -1] = torch.argmin(unary_costs[-1], dim=0)
+    for i in range(M - 2, -1, -1):
+        out_codes[:, i] = min_idx[i][out_codes[:, i + 1], range(N)]
+
+def dims_for(dim, total_dims, m):
+    dims_per_code = total_dims // m
+    relevant_codebooks = [dim // dims_per_code]
+    if relevant_codebooks[-1] < m - 1:
+        relevant_codebooks.append(relevant_codebooks[-1] + 1)
+    return relevant_codebooks
+
+def update_codebooks(transformed_data, codes, h):
+    n, d = transformed_data.shape
+    n2, m = codes.shape
+    assert n == n2
+
+    new_codebook = torch.zeros(m, h, d, dtype=torch.float, device=DEVICE)
+    for dim in tqdm.trange(d):
+        relevant_codebooks = dims_for(dim, d, m)
+        assignment_matrix = torch.zeros(n, len(relevant_codebooks), h, dtype=torch.float, device=DEVICE)
+        indices = (
+            torch.arange(n, dtype=torch.int, device=DEVICE).repeat(len(relevant_codebooks)),
+            torch.arange(len(relevant_codebooks), dtype=torch.int, device=DEVICE).repeat_interleave(n),
+            codes[:, relevant_codebooks].T.flatten()
+        )
+        assignment_matrix[indices] = 1
+        #print(assignment_matrix, assignment_matrix.shape, transformed_data[:, dim], transformed_data[:, dim].shape)
+        assignment_matrix = assignment_matrix.reshape(n, len(relevant_codebooks) * h)
+        #print(assignment_matrix, assignment_matrix.shape, transformed_data[:, dim], transformed_data[:, dim].shape)
+        #soln = torch.linalg.lstsq(assignment_matrix, transformed_data[:, dim])[0]
+
+        reg = 1e-3 * torch.eye(len(relevant_codebooks) * h, device=DEVICE)
+        A = assignment_matrix.T @ assignment_matrix + reg
+        b = assignment_matrix.T @ transformed_data[:, dim]
+
+        #print("matrix", A)
+
+        usage = assignment_matrix.sum(dim=0)
+        unused = usage < 1
+
+        print(unused.sum().detach().item())
+        soln = torch.linalg.solve(A, b)
+
+        #print("solution", soln.reshape(len(relevant_codebooks), h))
+        if unused.any():
+            soln[unused] = torch.randn_like(soln[unused])
+
+        new_codebook[relevant_codebooks, :, dim] = soln.reshape(len(relevant_codebooks), h)
+
+        if torch.isnan(new_codebook[relevant_codebooks, :, dim]).any():
+            print("oh no", dim, new_codebook, relevant_codebooks, new_codebook[relevant_codebooks, :, dim])
+            print("--- dim ---", dim)
+            print("- sum per column:", assignment_matrix.sum(dim=0))  # Check if any columns are all zero
+            print("- rank:", torch.linalg.matrix_rank(assignment_matrix))
+            print("- condition number:", torch.linalg.cond(assignment_matrix))
+            raise SystemExit
+
+    return new_codebook
+
+BATCH = 8192
+
+def train_chainq(vectors, m, h, transform, codebooks, n_iters):
+    for i in range(n_iters):
+        transformed_data = vectors @ transform.T
+        codes = torch.zeros(vectors.shape[0], m, dtype=torch.int, device=DEVICE)
+        for i in range(0, vectors.shape[0], BATCH):
+            viterbi_encode(codes[i:i+BATCH], transformed_data[i:i+BATCH], codebooks)
+        print("encoded")
+        #codebooks = update_codebooks(transformed_data, codes, h)
+        print("codebooks updated")
+
+        quantized = torch.zeros_like(vectors, dtype=torch.float, device=DEVICE)
+        for j in range(m):
+            quantized[:] += codebooks[j, codes[:, j]]
+        print("quantized")
+        print((quantized - transformed_data).abs().mean(), transformed_data.abs().mean())
+
+        print("comparing")
+        res = transformed_data.T @ quantized
+
+        print("running SVD...")
+        u, s, vt = torch.linalg.svd(res)
+        print("done.")
+        transform = u @ vt
+        print("regenerated transform")
+
+    return codebooks, transform
+
+with open("opq.msgpack", "rb") as f:
+    data = msgpack.unpackb(f.read())
+
+n_dims = 1152
+dataset = torch.tensor(np.random.permutation(np.fromfile("embeddings.bin", dtype=np.float16).reshape(-1, n_dims).astype(np.float32))[:BATCH*1], device=DEVICE)
+
+codebooks = torch.zeros(64, 256, n_dims, dtype=torch.float, device=DEVICE)
+
+centroids = torch.tensor(np.array(data["centroids"]).astype(np.float32).reshape(256, n_dims), device=DEVICE)
+for dim in range(n_dims):
+    relevant_codebooks = dim // 64
+    codebooks[relevant_codebooks, :, dim] = centroids[:, dim]
+
+print(centroids)
+#print("codebooks", codebooks.tolist())
+
+codebooks, transform = train_chainq(dataset, 64, 256, torch.tensor(np.array(data["transform"]).astype(np.float32).reshape(n_dims, n_dims), device=DEVICE), codebooks, 100)
+
+with open("chainq.msgpack", "wb") as f:
+    msgpack.pack({
+        "codebooks": codebooks.cpu().numpy().flatten().tolist(),
+        "transform": transform.cpu().numpy().flatten().tolist(),
+        "n_dims": n_dims,
+        "n_dims_per_code": n_dims // 64
+    }, f)
diff --git a/diskann/src/vector.rs b/diskann/src/vector.rs
index 0ed93e1..df98ace 100644
--- a/diskann/src/vector.rs
+++ b/diskann/src/vector.rs
@@ -45,7 +45,7 @@ impl Vector {
 }
 
 // Floats are vaguely annoying and not sortable (trivially), so we mostly represent dot products as integers
-pub const SCALE: f32 = 1099511627776.0;
+pub const SCALE: f32 = 4294967296.0;
 pub const SCALE_F64: f64 = SCALE as f64;
 
 pub fn dot<'a>(x: VectorRef<'a>, y: VectorRef<'a>) -> i64 {
diff --git a/faiss_bench_quantizer.py b/faiss_bench_quantizer.py
new file mode 100644
index 0000000..53a11ac
--- /dev/null
+++ b/faiss_bench_quantizer.py
@@ -0,0 +1,131 @@
+# Copyright (c) Meta Platforms, Inc. and affiliates.
+#
+# This source code is licensed under the MIT license found in the
+# LICENSE file in the root directory of this source tree.
+
+import sys
+import faiss
+import time
+import numpy as np
+
+def eval_codec(q, xb):
+    t0 = time.time()
+    codes = q.compute_codes(xb)
+    t1 = time.time()
+    xb_decoded = q.decode(codes)
+    recons_err = ((xb - xb_decoded) ** 2).sum(axis=1).mean()
+    print(f"\tencode time: {t1 - t0:.3f} reconstruction error: {recons_err:.3f} ")
+
+
+def eval_quantizer(q, xb, xt, variants=None):
+    if variants is None:
+        variants = [(None, None)]
+    t0 = time.time()
+    q.train(xt)
+    t1 = time.time()
+    train_t = t1 - t0
+    print(f'\ttraining time: {train_t:.3f} s')
+    for name, val in variants:
+        if name is not None:
+            print(f"{name}={val}")
+
+            if isinstance(q, faiss.ProductAdditiveQuantizer):
+                for i in range(q.nsplits):
+                    subq = faiss.downcast_Quantizer(q.subquantizer(i))
+                    getattr(subq, name)
+                    setattr(subq, name, val)
+            else:
+                getattr(q, name)  # make sure field exists
+                setattr(q, name, val)
+
+        eval_codec(q, xb)
+
+
+todo = sys.argv[1:]
+
+ds = np.fromfile(todo[0], dtype=np.float16).reshape(-1, 1152).astype(np.float32)
+print(ds)
+del todo[0]
+
+if len(todo) > 0:
+    if todo[0].count("x") == 1:
+        M, nbits = [int(x) for x in todo[0].split("x")]
+        del todo[0]
+    elif todo[0].count("x") == 2:
+        nsplits, Msub, nbits = [int(x) for x in todo[0].split("x")]
+        M = nsplits * Msub
+        del todo[0]
+
+maxtrain = max(100 << nbits, 10**5)
+print(f"eval on {M}x{nbits} maxtrain={maxtrain}")
+
+xb, xt = ds, ds
+
+nb, d = xb.shape
+nt, d = xt.shape
+
+
+# fastest to slowest
+
+if 'lsq-gpu' in todo:
+    lsq = faiss.LocalSearchQuantizer(d, M, nbits)
+    ngpus = faiss.get_num_gpus()
+    lsq.icm_encoder_factory = faiss.GpuIcmEncoderFactory(ngpus)
+    lsq.verbose = True
+    eval_quantizer(lsq, xb, xt, 'lsq-gpu')
+
+if 'pq' in todo:
+    pq = faiss.ProductQuantizer(d, M, nbits)
+    print("===== PQ")
+    eval_quantizer(pq, xb, xt)
+
+if 'opq' in todo:
+    d2 = ((d + M - 1) // M) * M
+    print("OPQ d2=", d2)
+    opq = faiss.OPQMatrix(d, M, d2)
+    opq.train(xt)
+    xb2 = opq.apply(xb)
+    xt2 = opq.apply(xt)
+    pq = faiss.ProductQuantizer(d2, M, nbits)
+    print("===== PQ")
+    eval_quantizer(pq, xb2, xt2)
+
+if 'prq' in todo:
+    print(f"===== PRQ{nsplits}x{Msub}x{nbits}")
+    prq = faiss.ProductResidualQuantizer(d, nsplits, Msub, nbits)
+    variants = [("max_beam_size", i) for i in (1, 2, 4, 8, 16, 32)]
+    eval_quantizer(prq, xb, xt, variants=variants)
+
+if 'plsq' in todo:
+    print(f"===== PLSQ{nsplits}x{Msub}x{nbits}")
+    plsq = faiss.ProductLocalSearchQuantizer(d, nsplits, Msub, nbits)
+    variants = [("encode_ils_iters", i) for i in (2, 3, 4, 8, 16)]
+    eval_quantizer(plsq, xb, xt, variants=variants)
+
+if 'rq' in todo:
+    print("===== RQ")
+    rq = faiss.ResidualQuantizer(d, M, nbits, )
+    rq.max_beam_size
+    rq.max_beam_size = 30   # for compatibility with older runs
+    # rq.train_type = faiss.ResidualQuantizer.Train_default
+    # rq.verbose = True
+    variants = [("max_beam_size", i) for i in (1, 2, 4, 8, 16, 32)]
+    eval_quantizer(rq, xb, xt, variants=variants)
+
+if 'rq_lut' in todo:
+    print("===== RQ")
+    rq = faiss.ResidualQuantizer(d, M, nbits, )
+    rq.max_beam_size
+    rq.max_beam_size = 30   # for compatibility with older runs
+    rq.use_beam_LUT
+    rq.use_beam_LUT = 1
+    # rq.train_type = faiss.ResidualQuantizer.Train_default
+    # rq.verbose = True
+    variants = [("max_beam_size", i) for i in (1, 2, 4, 8, 16, 32, 64)]
+    eval_quantizer(rq, xb, xt, variants=variants)
+
+if 'lsq' in todo:
+    print("===== LSQ")
+    lsq = faiss.LocalSearchQuantizer(d, M, nbits)
+    variants = [("encode_ils_iters", i) for i in (2, 3, 4, 8, 16)]
+    eval_quantizer(lsq, xb, xt, variants=variants)
diff --git a/frontend_config.json b/frontend_config.json
index 7f27212..992a413 100644
--- a/frontend_config.json
+++ b/frontend_config.json
@@ -1,8 +1,12 @@
 {
-    "backend_url": "http://localhost:5601/",
+    "backend_url": "/backend",
     "image_path": "",
     "thumb_path": null,
     "description": "Organizing the world's memes.",
     "name": "Nooscope",
-    "telemetry_endpoint": "/telemetry"
+    "telemetry_endpoint": "/telemetry",
+    "friendly_mode_default_terms": [
+        { "predefined_embedding": "Meme", "weight": 1, "sign": "+" },
+        { "predefined_embedding": "Aesthetic", "weight": 0.2, "sign": "+" }
+    ]
 }
diff --git a/genseahash.py b/genseahash.py
new file mode 100644
index 0000000..5f21fdc
--- /dev/null
+++ b/genseahash.py
@@ -0,0 +1,4 @@
+import seahash, sys
+
+with open(sys.argv[1], "rb") as f:
+	print(seahash.hash(f.read()))
diff --git a/meme-rater/active_learning.py b/meme-rater/active_learning.py
index dac462a..2d8635f 100644
--- a/meme-rater/active_learning.py
+++ b/meme-rater/active_learning.py
@@ -31,6 +31,7 @@ model.load_state_dict(torch.load(modelc))
 params = sum(p.numel() for p in model.parameters())
 print(f"{params/1e6:.1f}M parameters")
 print(model)
+model.eval()
 
 files = shared.fetch_all_files()
 variance = {}
@@ -56,4 +57,4 @@ with torch.inference_mode():
 
 top = sorted(variance.items(), key=lambda x: -x[1])
 with open("top.json", "w") as f:
-    json.dump(top[:100], f)
+    json.dump(top[:50], f)
diff --git a/meme-rater/active_learning_find_top.py b/meme-rater/active_learning_find_top.py
index b12b435..d1411c5 100644
--- a/meme-rater/active_learning_find_top.py
+++ b/meme-rater/active_learning_find_top.py
@@ -52,7 +52,7 @@ channel = int(sys.argv[2])
 percentile = float(sys.argv[3])
 output_pairs = int(sys.argv[4])
 mean_scores = numpy.mean(numpy.stack([score for filename, score in results.items()]))
-top = sorted(((filename, score) for filename, score in results.items() if (score > mean_scores).all()), key=lambda x: x[1][channel], reverse=True)
+top = sorted(((filename, score) for filename, score in results.items()), key=lambda x: x[1][channel], reverse=True)
 select_from = top[:int(len(top) * percentile)]
 
 out = []
diff --git a/meme-rater/active_learning_gradients.py b/meme-rater/active_learning_gradients.py
index 13909df..a349e5f 100644
--- a/meme-rater/active_learning_gradients.py
+++ b/meme-rater/active_learning_gradients.py
@@ -13,14 +13,14 @@ import sys
 from model import Config, BradleyTerry
 import shared
 
-batch_size = 128
+batch_size = 32
 num_pairs = batch_size * 1024
 device = "cuda"
 
 config = Config(
     d_emb=1152,
     n_hidden=1,
-    n_ensemble=1,
+    n_ensemble=16,
     device=device,
     dtype=torch.float32,
     output_channels=3,
@@ -32,6 +32,7 @@ model.load_state_dict(torch.load(modelc))
 params = sum(p.numel() for p in model.parameters())
 print(f"{params/1e6:.1f}M parameters")
 print(model)
+model.eval()
 
 files = shared.fetch_all_files()
 importance = {}
@@ -41,8 +42,8 @@ buffers = {k: v.detach() for k, v in model.named_buffers()}
 
 # https://pytorch.org/tutorials/intermediate/per_sample_grads.html
 def compute_loss(params, buffers, sample, target):
-    batch = sample.unsqueeze(0)
-    targets = target.unsqueeze(0)
+    batch = sample.unsqueeze(1)
+    targets = target.unsqueeze(1).expand((config.n_ensemble, 1, config.output_channels))
 
     predictions = functional_call(model, (params, buffers), (batch,))
     loss = F.binary_cross_entropy(predictions, targets)
@@ -75,4 +76,4 @@ for bstart in tqdm(range(0, len(pairs), batch_size)):
 
 top = sorted(importance.items(), key=lambda x: -x[1])
 with open("top.json", "w") as f:
-    json.dump(top[:256], f)
+    json.dump(top[:50], f)
diff --git a/meme-rater/ensemble_to_wide_model.py b/meme-rater/ensemble_to_wide_model.py
index b357c19..b492857 100644
--- a/meme-rater/ensemble_to_wide_model.py
+++ b/meme-rater/ensemble_to_wide_model.py
@@ -31,6 +31,11 @@ params = sum(p.numel() for p in model.parameters())
 print(f"{params/1e6:.1f}M parameters")
 print(model)
 
+torch.random.manual_seed(1)
+
+for x in model.ensemble.models:
+    x.output.bias.data.fill_(0)
+
 out_layers = []
 out_bias = []
 
@@ -50,7 +55,7 @@ with torch.inference_mode():
         downprojection[:, i*config.d_emb:(i+1)*config.d_emb] = model.ensemble.models[i].output.weight.data.clone()
 
     for i in range(10):
-        input = torch.randn(3, config.d_emb)
+        input = torch.randn(4, config.d_emb)
         ground_truth_result = model.ensemble(input.unsqueeze(0).expand((config.n_ensemble, *input.shape))).mean(dim=0).T
         r_result = input
         for (layer, bias) in zip(out_layers, out_bias):
@@ -58,13 +63,14 @@ with torch.inference_mode():
             print(r_result.shape, bias.shape)
             r_result = F.silu(r_result)
         r_result = torch.matmul(downprojection, r_result) / config.n_ensemble
-        bias_diff = torch.mean(r_result - ground_truth_result)
-        model_issue_diff = torch.max(torch.abs(r_result - bias_diff - ground_truth_result))
-        print(model_issue_diff)
+        error = torch.mean(r_result - ground_truth_result)
+        print(error)
+        assert error.detach().cpu().numpy() < 1e-4
 
         print("test vector:")
-        print(input.flatten().tolist())
+        #print(input.flatten().tolist())
         print("ground truth result:")
+        print(ground_truth_result.shape)
         print(ground_truth_result.T.flatten().tolist())
 
     save_file({
diff --git a/meme-rater/model.py b/meme-rater/model.py
index 49cf551..b548949 100644
--- a/meme-rater/model.py
+++ b/meme-rater/model.py
@@ -35,7 +35,7 @@ class Ensemble(nn.Module):
 
     # model batch
     def forward(self, embs):
-        return torch.stack([ x(embs[i]) for i, x in enumerate(self.models) ]) # model batch output_dim=1
+        return torch.stack([ x(embs[i]) for i, x in enumerate(self.models) ]) # model batch output_channels
 
 class BradleyTerry(nn.Module):
     def __init__(self, config):
diff --git a/meme-rater/rater_server.py b/meme-rater/rater_server.py
index 9ee2080..36a95a6 100644
--- a/meme-rater/rater_server.py
+++ b/meme-rater/rater_server.py
@@ -51,19 +51,25 @@ async def index(request):
         <form action="/rate" method="POST">
             <table>
             <tr>
+            <td><input type="radio" name="rating-useful" value="1+" id="rq1p"> <label for="rq1p">LHS is much better (useful)</label></td>
             <td><input type="radio" name="rating-useful" value="1" id="rq1"> <label for="rq1">LHS is better (useful)</label></td>
             <td><input type="radio" name="rating-useful" value="eq" id="rqe"> <label for="rqe">Tie</label></td>
             <td><input type="radio" name="rating-useful" value="2" id="rq2"> <label for="rq2">RHS is better (useful)</label></td>
+            <td><input type="radio" name="rating-useful" value="2+" id="rq2p"> <label for="rq2p">LHS is much better (useful)</label></td>
             </tr>
             <tr>
+            <td><input type="radio" name="rating-meme" value="1+" id="rm1p"> <label for="rm1p">LHS is much better (memetically)</label></td>
             <td><input type="radio" name="rating-meme" value="1" id="rm1"> <label for="rm1">LHS is better (memetically)</label></td>
             <td><input type="radio" name="rating-meme" value="eq" id="rme"> <label for="rme">Tie</label></td>
             <td><input type="radio" name="rating-meme" value="2" id="rm2"> <label for="rm2">RHS is better (memetically)</label></td>
+            <td><input type="radio" name="rating-meme" value="2+" id="rm2p"> <label for="rm2p">LHS is much better (memetically)</label></td>
             </tr>
             <tr>
+            <td><input type="radio" name="rating-aesthetic" value="1+" id="ra1p"> <label for="ra1p">LHS is much better (aesthetically)</label></td>
             <td><input type="radio" name="rating-aesthetic" value="1" id="ra1"> <label for="ra1">LHS is better (aesthetically)</label></td>
             <td><input type="radio" name="rating-aesthetic" value="eq" id="rae"> <label for="rae">Tie</label></td>
             <td><input type="radio" name="rating-aesthetic" value="2" id="ra2"> <label for="ra2">RHS is better (aesthetically)</label></td>
+            <td><input type="radio" name="rating-aesthetic" value="2+" id="ra2p"> <label for="ra2p">LHS is much better (aesthetically)</label></td>
             </td>
             </table>
 
@@ -82,35 +88,29 @@ async def index(request):
                     document.querySelector("form").submit()
                 }}
             }}
+            const keys = {{
+                "q": "rq1p",
+                "w": "rq1",
+                "e": "rqe",
+                "r": "rq2",
+                "t": "rq2p",
+                "a": "rm1p",
+                "s": "rm1",
+                "d": "rme",
+                "f": "rm2",
+                "g": "rm2p",
+                "z": "ra1p",
+                "x": "ra1",
+                "c": "rae",
+                "v": "ra2",
+                "b": "ra2p",
+            }}
             document.addEventListener("keypress", function(event) {{
-                if (event.key === "q") {{
-                    document.querySelector("input[name='rating-useful'][value='1']").checked = true
-                    commitIfReady()
-                }} else if (event.key === "w") {{
-                    document.querySelector("input[name='rating-useful'][value='eq']").checked = true
-                    commitIfReady()
-                }} else if (event.key === "e") {{
-                    document.querySelector("input[name='rating-useful'][value='2']").checked = true
-                    commitIfReady()
-                }} else if (event.key === "a") {{
-                    document.querySelector("input[name='rating-meme'][value='1']").checked = true
-                    commitIfReady()
-                }} else if (event.key === "s") {{
-                    document.querySelector("input[name='rating-meme'][value='eq']").checked = true
-                    commitIfReady()
-                }} else if (event.key === "d") {{
-                    document.querySelector("input[name='rating-meme'][value='2']").checked = true
-                    commitIfReady()
-                }} else if (event.key === "z") {{
-                    document.querySelector("input[name='rating-aesthetic'][value='1']").checked = true
-                    commitIfReady()
-                }} else if (event.key === "x") {{
-                    document.querySelector("input[name='rating-aesthetic'][value='eq']").checked = true
-                    commitIfReady()
-                }} else if (event.key === "c") {{
-                    document.querySelector("input[name='rating-aesthetic'][value='2']").checked = true
-                    commitIfReady()
+                const key = keys[event.key]
+                if (key) {{
+                    document.getElementById(key).checked = true
                 }}
+                commitIfReady()
             }});
         </script>
     </body>
diff --git a/meme-rater/shared.py b/meme-rater/shared.py
index 5c52c97..46caf96 100644
--- a/meme-rater/shared.py
+++ b/meme-rater/shared.py
@@ -20,27 +20,35 @@ def fetch_embedding(filename):
     csr.close()
     return x.copy() # PyTorch complains otherwise due to bad
 
-def map_rating(rating, uncertainty=0.05):
+def map_rating(rating):
     def map_one(rating):
         match rating:
             case "1": # meme 1 is better
-                return 1 - uncertainty
+                return 0.9
             case "2":
-                return uncertainty
+                return 0.1
+            case "2+" | "2p":
+                return 0.3
+            case "1+" | "1p":
+                return 0.7
             case "eq":
                 return 0.5
             case _: raise ValueError("invalid rating, please fix")
 
     return np.array([map_one(r) for r in rating.split(",")])
 
-def fetch_ratings():
+def fetch_ratings(sets):
     trains = defaultdict(list)
     validations = defaultdict(list)
     csr = db.execute("SELECT meme1, meme2, rating, iteration FROM ratings")
+    its = set()
     for meme1, meme2, rating, iteration in csr.fetchall():
+        if iteration not in its:
+            print(iteration)
+        its.add(iteration)
         (validations if is_val_set(meme1, meme2) else trains)[int((iteration and iteration.split("-")[0]) or "0")].append((fetch_embedding(meme1), fetch_embedding(meme2), map_rating(rating)))
     csr.close()
-    return list(x[1] for x in sorted(trains.items())), list(x[1] for x in sorted(validations.items()))
+    return list(x[1] for x in sorted(trains.items()) if str(x[0]) in sets), list(x[1] for x in sorted(validations.items()) if str(x[0]) in sets)
 
 def generate_random_permutations(x, n):
     out = []
diff --git a/meme-rater/train.py b/meme-rater/train.py
index 469701b..820c771 100644
--- a/meme-rater/train.py
+++ b/meme-rater/train.py
@@ -9,11 +9,12 @@ import time
 from tqdm import tqdm
 import math
 from dataclasses import dataclass, asdict
+import sys
 
 from model import Config as ModelConfig, BradleyTerry
 import shared
 
-trains, validations = shared.fetch_ratings()
+trains, validations = shared.fetch_ratings(sys.argv[1:])
 for train, validation in zip(trains, validations):
     print(len(train), len(validation))
 
@@ -36,11 +37,11 @@ config = TrainConfig(
         n_ensemble=16,
         device=device,
         dtype=torch.float32,
-        dropout=0.1,
+        dropout=0.0,
         output_channels=3
     ),
     lr=3e-4,
-    weight_decay=0.2,
+    weight_decay=0.0,
     batch_size=1,
     epochs=5,
     compile=False,
diff --git a/sae/shared.py b/sae/shared.py
index f01fdbd..b1a73bb 100644
--- a/sae/shared.py
+++ b/sae/shared.py
@@ -1,12 +1,12 @@
 import torch
-import pyarrow as pa
+import numpy as np
 
 torch.set_float32_matmul_precision("high")
 
-with pa.memory_map("../../sample_1m.arrow", "r") as source:
-    loaded_arrays = pa.ipc.open_file(source).read_all()
+loaded_arrays = np.memmap("embeddings.bin", dtype=np.float16).reshape(-1, 1152)
+loaded_arrays_permutation = np.random.permutation(len(loaded_arrays))
 
 train_split = 0.8
 
 def ckpt_path(steps):
-    return f"ckpt/{steps}.pt", f"ckpt/{steps}.optim.pt"
\ No newline at end of file
+    return f"ckpt/{steps}.pt", f"ckpt/{steps}.optim.pt"
diff --git a/sae/train.py b/sae/train.py
index 2c5e37e..46816f5 100644
--- a/sae/train.py
+++ b/sae/train.py
@@ -6,9 +6,10 @@ import json
 import time
 from tqdm import tqdm
 from dataclasses import dataclass, asdict
+import math
 
 from model import SAEConfig, SAE
-from shared import train_split, loaded_arrays, ckpt_path
+from shared import train_split, loaded_arrays, ckpt_path, loaded_arrays_permutation
 
 device = "cuda"
 
@@ -24,7 +25,7 @@ class TrainConfig:
 config = TrainConfig(
     model=SAEConfig(
         d_emb=1152,
-        d_hidden=65536,
+        d_hidden=262144,
         top_k=128,
         device=device,
         dtype=torch.float32,
@@ -33,7 +34,7 @@ config = TrainConfig(
     lr=3e-4,
     weight_decay=0.0,
     batch_size=64,
-    epochs=5,
+    epochs=1,
     compile=True,
 )
 
@@ -81,7 +82,7 @@ with open(logfile, "w") as log:
         batch = []
         t = tqdm(range(0, int(len(loaded_arrays) * train_split), config.batch_size))
         for batch_start in t:
-            batch = numpy.stack([ numpy.frombuffer(embedding.as_py(), dtype=numpy.float16) for embedding in loaded_arrays["embedding"][batch_start:batch_start + config.batch_size] ])
+            batch = numpy.stack([ embedding for embedding in loaded_arrays[loaded_arrays_permutation[batch_start:batch_start + config.batch_size]] ])
 
             if len(batch) == config.batch_size:
                 batch = torch.Tensor(batch).to(device)
@@ -98,4 +99,4 @@ with open(logfile, "w") as log:
         print(ctr)
         numpy.save(f"ckpt/{steps}.counters.npy", ctr)
 
-print(logfile)
\ No newline at end of file
+print(logfile)
diff --git a/slow_dump_parse_script.py b/slow_dump_parse_script.py
new file mode 100644
index 0000000..46661ed
--- /dev/null
+++ b/slow_dump_parse_script.py
@@ -0,0 +1,35 @@
+import umsgpack
+import zstandard
+import pyarrow as pa
+
+data = []
+
+with open("sample.zst", "rb") as f:
+    decomp = zstandard.ZstdDecompressor()
+    reader = decomp.stream_reader(f)
+    count = 0
+    while True:
+        try:
+            url, id, title, subreddit, author, timestamp, embedding = umsgpack.unpack(reader)
+            embedding = bytes(embedding)
+            data.append({"url": url, "id": id, "title": title, "subreddit": subreddit, "author": author, "timestamp": timestamp, "embedding": embedding})
+            count += 1
+        except umsgpack.InsufficientDataException:
+            break
+    print(count)
+
+schema = pa.schema([
+    ("url", pa.string()),
+    ("id", pa.string()),
+    ("title", pa.string()),
+    ("subreddit", pa.string()),
+    ("author", pa.string()),
+    ("timestamp", pa.int64()),
+    ("embedding", pa.binary())
+])
+
+table = pa.Table.from_pylist(data, schema=schema)
+
+with pa.OSFile("output.parquet", "wb") as sink:
+    with pa.RecordBatchFileWriter(sink, schema) as writer:
+        writer.write_table(table)
\ No newline at end of file
diff --git a/src/common.rs b/src/common.rs
index 3d089d0..ba77a62 100644
--- a/src/common.rs
+++ b/src/common.rs
@@ -183,8 +183,8 @@ pub struct FrontendInit {
 pub type EmbeddingVector = Vec<f32>;
 
 #[derive(Debug, Serialize)]
-pub struct QueryResult {
-    pub matches: Vec<(f32, String, String, u64, Option<(u32, u32)>)>,
+pub struct QueryResult<T> {
+    pub matches: Vec<(f32, String, String, u64, Option<(u32, u32)>, Option<T>)>,
     pub formats: Vec<String>,
     pub extensions: HashMap<String, String>,
 }
@@ -203,7 +203,9 @@ pub struct QueryRequest {
     pub terms: Vec<QueryTerm>,
     pub k: Option<usize>,
     #[serde(default)]
-    pub include_video: bool
+    pub include_video: bool,
+    #[serde(default)]
+    pub debug_enabled: bool
 }
 
 lazy_static::lazy_static! {
@@ -238,8 +240,9 @@ pub async fn get_total_embedding<A: Future<Output = Result<Vec<Vec<u8>>>>, B: Fu
             }
         }
         if let Some(name) = &term.predefined_embedding {
-            let embedding = predefined_embeddings.get(name).context("name invalid")?;
-            total_embedding = total_embedding + embedding * term.weight.unwrap_or(1.0);
+            if let Some(embedding) = predefined_embeddings.get(name) {
+                total_embedding = total_embedding + embedding * term.weight.unwrap_or(1.0);
+            }
         }
     }
 
diff --git a/src/dump_processor.rs b/src/dump_processor.rs
index 38d9b2d..f3885f8 100644
--- a/src/dump_processor.rs
+++ b/src/dump_processor.rs
@@ -69,6 +69,10 @@ struct CLIArguments {
     gpu: Option<usize>,
     #[argh(option, description="descriptor CDFs")]
     cdfs: Option<String>,
+    #[argh(option, description="postfilter by embedding (late discard if dot product above threshold)")]
+    postfilter: Vec<String>,
+    #[argh(option, description="postfilter by scorer")]
+    postfilter_scorer: Vec<String>,
 }
 
 #[derive(Clone, Deserialize, Serialize, Debug)]
@@ -162,10 +166,22 @@ fn main() -> Result<()> {
         } else {
             (snd, None)
         };
+        let mut post_threshold = None;
+        for x in &args.postfilter {
+            let (tname, snd) = x.split_once(':').context("invalid postfilter argument")?;
+            if tname == name {
+                post_threshold = Some(snd.parse::<f32>().context("parse postfilter threshold")?);
+            }
+        }
         let blob = fs::read(path).context("read embedding")?;
-        embeddings.push((name.to_string(), common::decode_fp16_buffer(&blob), Histogram::new(-1.0, 1.0, 512), threshold));
+        embeddings.push((name.to_string(), common::decode_fp16_buffer(&blob), Histogram::new(-1.0, 1.0, 512), threshold, post_threshold));
     }
 
+    let postfilter_scorer = args.postfilter_scorer.iter().map(|x| {
+        let (id, snd) = x.split_once(':').context("invalid postfilter scorer argument")?;
+        Ok((id.parse::<usize>().context("invalid postfilter scorer id")?, snd.parse::<f32>().context("parse postfilter scorer threshold")?))
+    }).collect::<Result<Vec<_>>>()?;
+
     let pq_codec = if let Some(pq_codec) = args.pq_codec {
         let data = fs::read(pq_codec).context("read pq codec")?;
         let pq_codec: ProductQuantizer = rmp_serde::from_read(&data[..]).context("decode pq codec")?;
@@ -255,7 +271,6 @@ fn main() -> Result<()> {
         files.sort_by_key(|(id, _)| *id);
         shard_id_mappings.sort_by_key(|(id, _)| *id);
 
-
         let read_out_vertices = move |id: u32| -> Result<(Vec<u32>, Vec<u32>)> {
             let mut out_vertices: Vec<u32> = vec![];
             let mut shards: Vec<u32> = vec![];
@@ -323,6 +338,8 @@ fn main() -> Result<()> {
 
     let th = std::thread::spawn(move || reader_thread(&args.paths, tx));
 
+    let mut postfilter_count = 0;
+
     let mut rng2 = rng.fork();
     let initial_filter = |x: ProcessedEntry| {
         i += 1;
@@ -337,7 +354,9 @@ fn main() -> Result<()> {
         latest_timestamp = latest_timestamp.max(timestamp);
         earliest_timestamp = earliest_timestamp.min(timestamp);
 
-        for (_name, vec, histogram, threshold) in &mut embeddings {
+        let mut postfilter = false;
+
+        for (_name, vec, histogram, threshold, postfilter_threshold) in &mut embeddings {
             let dot = SpatialSimilarity::dot(&embedding, vec).unwrap() as f32;
             histogram.add(dot);
             if let Some(threshold) = threshold {
@@ -345,6 +364,12 @@ fn main() -> Result<()> {
                     return None;
                 }
             }
+            if let Some(threshold) = postfilter_threshold {
+                if dot >= *threshold {
+                    postfilter = true;
+                    postfilter_count += 1; // somewhat wrong because could be duplicated
+                }
+            }
         }
 
         // distance thresholding is too costly to do over a long range so just do it badly
@@ -393,7 +418,7 @@ fn main() -> Result<()> {
             println!("{}", data);
         }
 
-        Some((x, embedding))
+        Some((x, embedding, postfilter))
     };
 
     let mut dead_count = 0;
@@ -404,14 +429,14 @@ fn main() -> Result<()> {
         let batch: Vec<_> = batch.collect();
         let batch_len = batch.len();
 
-        for (x, _embedding) in batch.iter() {
+        for (x, _embedding, _postfilter) in batch.iter() {
             if let Some(ref mut file) = output_file {
                 file.write_all(&x.embedding)?;
             }
         }
 
         if let Some(shards) = &mut shards_out {
-            for (i, (x, embedding)) in batch.iter().enumerate() {
+            for (i, (x, embedding, _postfilter)) in batch.iter().enumerate() {
                 // closest matches first
                 shards.sort_by_cached_key(|&(ref centroid, _, shard_count, _shard_index)| {
                     let mut dot = SpatialSimilarity::dot(&centroid, &embedding).unwrap();
@@ -439,7 +464,7 @@ fn main() -> Result<()> {
             let quantizer = pq_codec.as_ref().context("PQ codec needed to output index")?;
 
             let mut batch_embeddings = Vec::with_capacity(batch.len() * D_EMB as usize);
-            for (_x, embedding) in batch.iter() {
+            for (_x, embedding, _postfilter) in batch.iter() {
                 batch_embeddings.extend_from_slice(&embedding);
             }
             let codes = quantizer.quantize_batch(&batch_embeddings);
@@ -448,7 +473,7 @@ fn main() -> Result<()> {
             let cdfs = cdfs.as_ref().context("score model CDFs needed to output index")?;
             let scores = score_model.score_batch(&batch_embeddings)?;
 
-            for (i, (x, _embedding)) in batch.into_iter().enumerate() {
+            for (i, (x, _embedding, mut postfilter)) in batch.into_iter().enumerate() {
                 let (vertices, shards) = read_out_vertices(count + i as u32)?; // TODO: could parallelize this given the batching
 
                 let mut entry_scores = scores[(i * score_model.output_channels)..((i + 1) * score_model.output_channels)].to_vec();
@@ -465,6 +490,13 @@ fn main() -> Result<()> {
                     index_output_file.2.write_all(&[cdf_bucket])?;
                 }
 
+                for (index, score) in postfilter_scorer.iter() {
+                    if entry_scores[*index] < *score {
+                        postfilter = true;
+                        break;
+                    }
+                }
+
                 let mut entry = PackedIndexEntry {
                     id: count + i as u32,
                     vertices,
@@ -476,9 +508,10 @@ fn main() -> Result<()> {
                     shards
                 };
                 let mut bytes = bitcode::encode(&entry);
-                if bytes.len() > (RECORD_PAD_SIZE - 2) {
+                // as an ugly hack for removing entries already in the index shards, kill the URL and make it a graph node only
+                if bytes.len() > (RECORD_PAD_SIZE - 2) || postfilter {
                     // we do need the records to fit in a fixed size and can't really drop things, so discard URL so it can exist as a graph node only
-                    entry.url = String::new();
+                    entry.url = String::new(); // URL is only input-controlled, arbitrary-length field
                     bytes = bitcode::encode(&entry);
                     dead_count += 1;
                 }
@@ -494,11 +527,11 @@ fn main() -> Result<()> {
     }
 
     if args.print_aggregates {
-        println!("earliest={} latest={} count={} read={} deduped={}", earliest_timestamp, latest_timestamp, count, i, deduped_count);
+        println!("earliest={} latest={} count={} read={} deduped={} postfiltered={}", earliest_timestamp, latest_timestamp, count, i, deduped_count, postfilter_count);
     }
     if let Some(histogram_path) = args.histograms {
         let mut file = fs::File::create(histogram_path)?;
-        for (name, _, histogram, _) in &embeddings {
+        for (name, _, histogram, _, _) in &embeddings {
             let width = 800.0;
             let padding = 40.0;
             let bars_height = 300 as f64;
diff --git a/src/get_embedding.py b/src/get_embedding.py
index 54bf9b3..37f1da4 100644
--- a/src/get_embedding.py
+++ b/src/get_embedding.py
@@ -10,14 +10,16 @@ with open("mse_config.json") as f:
 def get_embedding(req):
     return msgpack.unpackb(requests.post(config["clip_server"], data=msgpack.packb(req)).content)
 
-output, input, *xs = sys.argv[1:]
+mode, output, input = sys.argv[1:]
 
 with open(output, "wb") as f:
-    with open(input, "rb") as g:
-        input_data = g.read()
-    if not xs:
+    if mode == "image":
+        with open(input, "rb") as g:
+            input_data = g.read()
         result = get_embedding({"images": [input_data]})[0]
+    elif mode == "text":
+        result = get_embedding({"text": input})[0]
     else:
-        result = get_embedding({"text": xs})[0]
+        raise Exception("unknown mode")
     f.write(result)
     print(base64.urlsafe_b64encode(result).decode("ascii"))
diff --git a/src/main.rs b/src/main.rs
index 9767d92..46873ca 100644
--- a/src/main.rs
+++ b/src/main.rs
@@ -892,7 +892,7 @@ async fn build_index(config: Arc<WConfig>) -> Result<IIndex> {
 }
 
 #[instrument(skip(index))]
-async fn query_index(index: &IIndex, query: EmbeddingVector, k: usize, video: bool) -> Result<QueryResult> {
+async fn query_index(index: &IIndex, query: EmbeddingVector, k: usize, video: bool) -> Result<QueryResult<()>> {
     let result = index.vectors.search(&query, k as usize)?;
 
     let mut seen_videos = HashSet::new();
@@ -916,7 +916,8 @@ async fn query_index(index: &IIndex, query: EmbeddingVector, k: usize, video: bo
                 index.filenames[id].container_filename(),
                 generate_filename_hash(&index.filenames[id as usize]).clone(),
                 index.format_codes[id],
-                index.metadata[id].as_ref().map(|x| (x.width, x.height))
+                index.metadata[id].as_ref().map(|x| (x.width, x.height)),
+                Option::<()>::None
             ))
         })
         .collect();
diff --git a/src/query_disk_index.rs b/src/query_disk_index.rs
index ee40050..8fa5b84 100644
--- a/src/query_disk_index.rs
+++ b/src/query_disk_index.rs
@@ -7,7 +7,7 @@ use argh::FromArgs;
 use itertools::Itertools;
 use foldhash::{HashSet, HashSetExt};
 use half::f16;
-use diskann::{NeighbourBuffer, vector::{fast_dot_noprefetch, QueryLUT, scale_dot_result, scale_dot_result_f64}};
+use diskann::{NeighbourBuffer, vector::{fast_dot_noprefetch, QueryLUT, scale_dot_result, scale_dot_result_f64, SCALE_F64}};
 use simsimd::SpatialSimilarity;
 use memmap2::{Mmap, MmapOptions};
 use std::rc::Rc;
@@ -18,13 +18,14 @@ use http_body_util::{BodyExt, Empty, Full};
 use prometheus::{register_int_counter, register_int_counter_vec, register_int_gauge, Encoder, IntCounter, IntGauge, IntCounterVec};
 use std::pin::Pin;
 use std::future::Future;
-use serde::Serialize;
+use serde::{Serialize, Deserialize};
 use std::str::FromStr;
 use std::collections::HashMap;
+use std::io::Write;
 
 mod common;
 
-use common::{resize_for_embed_sync, FrontendInit, IndexHeader, InferenceServerConfig, PackedIndexEntry, QueryRequest, QueryResult};
+use common::{resize_for_embed_sync, QueryTerm, FrontendInit, IndexHeader, InferenceServerConfig, PackedIndexEntry, QueryRequest, QueryResult};
 
 #[derive(FromArgs, Clone)]
 #[argh(description="Query disk index")]
@@ -43,10 +44,18 @@ struct CLIArguments {
     search_list_size: Option<usize>,
     #[argh(switch, description="always use full-precision vectors (slow)")]
     disable_pq: bool,
-    #[argh(option, short='l', description="listen address")]
-    listen_address: Option<String>,
-    #[argh(option, short='c', description="clip server")]
-    clip_server: Option<String>,
+    #[argh(option, short='c', description="server config file")]
+    config_path: Option<String>
+}
+
+#[derive(Deserialize, Clone)]
+struct ServerConfig {
+    listen_address: String,
+    clip_server: String,
+    descriptor_names: Vec<String>,
+    telemetry_file: String,
+    search_list: usize,
+    beam_width: usize
 }
 
 lazy_static! {
@@ -82,17 +91,30 @@ fn next_several_unvisited(s: &mut NeighbourBuffer, n: usize) -> Option<Vec<u32>>
     }
 }
 
+const DUPLICATES_THRESHOLD: f32 = 0.95;
+
 fn read_pq_codes(id: u32, index: Rc<Index>, buf: &mut Vec<u8>) {
     let loc = (id as usize) * index.pq_code_size;
     buf.extend(&index.pq_codes[loc..loc+index.pq_code_size])
 }
 
+struct VisitedNode {
+    image_url: String,
+    scores: Vec<f32>,
+    shards: Vec<u32>,
+    id: u32,
+    score: i64,
+    timestamp: u64,
+    dimensions: (u32, u32)
+}
+
 struct Scratch {
     visited_adjacent: HashSet<u32>,
     visited: HashSet<u32>,
     neighbour_buffer: NeighbourBuffer,
     neighbour_pre_buffer: Vec<u32>,
-    visited_list: Vec<(u32, i64, String, Vec<u32>, Vec<f32>)>
+    visited_list: Vec<VisitedNode>,
+    visited_embeddings: Vec<f32>
 }
 
 struct Index {
@@ -140,10 +162,20 @@ async fn greedy_search<'a>(scratch: &mut Scratch, start: u32, query: &[f16], que
             let index = index.clone();
             let node = handle.await?;
             let vector = bytemuck::cast_slice(&node.vector);
-            let distance = fast_dot_noprefetch(query, &vector);
+            let mut score = fast_dot_noprefetch(query, &vector);
+            score += descriptor_product(index.clone(), &descriptor_scales, node.id);
             cmps += 1;
-            if scratch.visited.insert(node.id) {
-                scratch.visited_list.push((node.id, distance, node.url, node.shards, node.scores));
+            if scratch.visited.insert(node.id) && node.url.len() > 0 {
+                scratch.visited_list.push(VisitedNode {
+                    image_url: node.url,
+                    scores: node.scores,
+                    shards: node.shards,
+                    id: node.id,
+                    score,
+                    timestamp: node.timestamp,
+                    dimensions: node.dimensions
+                });
+                scratch.visited_embeddings.extend(bytemuck::cast_slice(&node.vector).iter().map(|x: &f16| x.to_f32()));
             };
             for &neighbour in node.vertices.iter() {
                 if scratch.visited_adjacent.insert(neighbour) {
@@ -250,7 +282,8 @@ async fn evaluate(args: &CLIArguments, index: Rc<Index>) -> Result<()> {
                 neighbour_buffer: NeighbourBuffer::new(args.search_list_size.unwrap_or(1000)),
                 neighbour_pre_buffer: Vec::new(),
                 visited_list: Vec::new(),
-                visited_adjacent: HashSet::new()
+                visited_adjacent: HashSet::new(),
+                visited_embeddings: Vec::new()
             };
 
             let descriptor_scales = DescriptorScales(vec![0.0, 0.0, 0.0, 0.0]);
@@ -265,14 +298,14 @@ async fn evaluate(args: &CLIArguments, index: Rc<Index>) -> Result<()> {
                 println!("index scan {}: {:?} cmps", shard, cmps_result);
             }
 
-            scratch.visited_list.sort_by_key(|x| -x.1);
-            for (i, (id, distance, url, shards, scores)) in scratch.visited_list.iter().take(20).enumerate() {
-                let found_id = match matches.binary_search(&(*id, 0)) {
+            scratch.visited_list.sort_by_key(|x| -x.score);
+            for (i, node) in scratch.visited_list.iter().take(20).enumerate() {
+                let found_id = match matches.binary_search(&(node.id, 0)) {
                     Ok(pos) => pos,
                     Err(pos) => pos
                 };
                 if args.verbose {
-                    println!("index scan: {} {} {} {:?} {:?}; rank {}", id, distance, url, shards, scores, matches[found_id].1 + 1);
+                    println!("index scan: {} {} {} {:?} {:?}; rank {}", node.id, node.score, node.image_url, node.shards, node.scores, matches[found_id].1 + 1);
                 };
                 top_ranks[i] = std::cmp::min(top_ranks[i], matches[found_id].1);
             }
@@ -341,11 +374,23 @@ pub async fn query_clip_server<I, O>(base_url: &str, path: &str, data: Option<I>
     Ok(result)
 }
 
+#[derive(Serialize, Deserialize)]
+struct TelemetryMessage {
+    #[serde(rename="correlationId")]
+    correlation_id: String,
+    data: serde_json::Value,
+    event: String,
+    #[serde(rename="instanceId")]
+    instance_id: String,
+    page: String
+}
+
 #[derive(Clone)]
 struct Service {
     index: Rc<Index>,
     inference_server_config: Rc<InferenceServerConfig>,
-    args: Rc<CLIArguments>
+    config: Rc<ServerConfig>,
+    telemetry_channel: std::sync::mpsc::Sender<TelemetryMessage>
 }
 
 impl hyper::service::Service<Request<Incoming>> for Service {
@@ -355,15 +400,16 @@ impl hyper::service::Service<Request<Incoming>> for Service {
 
     fn call(&self, req: Request<Incoming>) -> Self::Future {
         let index = self.index.clone();
-        let args = self.args.clone();
+        let config = self.config.clone();
         let inference_server_config = self.inference_server_config.clone();
+        let channel = self.telemetry_channel.clone();
 
         Box::pin(async move {
             let mut body = match (req.method(), req.uri().path()) {
                 (&Method::GET, "/") => Response::new(Full::new(Bytes::from(serde_json::to_vec(&FrontendInit {
                     n_total: (index.header.count - index.header.dead_count) as u64,
                     d_emb: index.header.quantizer.n_dims,
-                    predefined_embedding_names: vec![]
+                    predefined_embedding_names: config.descriptor_names.clone()
                 })?))),
                 (&Method::POST, "/") => {
                     let upper = req.body().size_hint().upper().unwrap_or(u64::MAX);
@@ -381,7 +427,7 @@ impl hyper::service::Service<Request<Incoming>> for Service {
                         &body.terms,
                         &*inference_server_config,
                         |batch, _config| {
-                            query_clip_server(args.clip_server.as_ref().unwrap(), "/", Some(batch))
+                            query_clip_server(config.clip_server.as_str(), "/", Some(batch))
                         },
                         |image, config| async move {
                             let image = image::load_from_memory(&image)?;
@@ -397,27 +443,89 @@ impl hyper::service::Service<Request<Incoming>> for Service {
                     }).unwrap();
                     let selected_start = index.header.shards[selected_shard].1;
 
-                    let beamwidth = 3;
+                    let beamwidth = config.beam_width;
 
                     let mut scratch = Scratch {
                         visited: HashSet::new(),
-                        neighbour_buffer: NeighbourBuffer::new(args.search_list_size.unwrap_or(1000)),
+                        neighbour_buffer: NeighbourBuffer::new(config.search_list),
                         neighbour_pre_buffer: Vec::new(),
                         visited_list: Vec::new(),
-                        visited_adjacent: HashSet::new()
+                        visited_adjacent: HashSet::new(),
+                        visited_embeddings: Vec::new()
                     };
 
-                    let descriptor_scales = DescriptorScales(vec![0.0, 0.0, 0.0, 0.0]);
+                    let mut desc = vec![0.0, 0.0, 0.0, 0.0];
+
+                    for term in &body.terms {
+                        if let Some(name) = &term.predefined_embedding {
+                            if let Some(index) = config.descriptor_names.iter().position(|x| x == name) {
+                                desc[index] = term.weight.unwrap_or(1.0) * 1.0/512.0;
+                            }
+                        }
+                    }
+
+                    let descriptor_scales = DescriptorScales(desc);
 
                     let query_preprocessed = index.header.quantizer.preprocess_query(&query);
 
                     let query = query.iter().map(|x| half::f16::from_f32(*x)).collect::<Vec<f16>>();
 
-                    let cmps_result = greedy_search(&mut scratch, selected_start, &query, &query_preprocessed, &descriptor_scales, index.clone(), args.disable_pq, beamwidth).await?;
+                    let cmps_result = greedy_search(&mut scratch, selected_start, &query, &query_preprocessed, &descriptor_scales, index.clone(), false, beamwidth).await?;
 
-                    scratch.visited_list.sort_by_key(|x| -x.1);
+                    let n_visited = scratch.visited_list.len();
 
-                    let matches = scratch.visited_list.drain(..).map(|(id, score, url, shards, scores)| (score as f32, url, String::new(), 0, None)).collect::<Vec<_>>();
+                    let mut similarities_against_self = vec![0.0f32; n_visited * n_visited];
+
+                    // runtime deduplicate of results list
+                    unsafe {
+                        // vecs @ vecs.T
+                        matrixmultiply::sgemm(
+                            n_visited,
+                            index.header.quantizer.n_dims,
+                            n_visited,
+                            1.0,
+                            scratch.visited_embeddings.as_ptr(),
+                            index.header.quantizer.n_dims as isize,
+                            1,
+                            scratch.visited_embeddings.as_ptr(),
+                            1,
+                            index.header.quantizer.n_dims as isize,
+                            0.0,
+                            similarities_against_self.as_mut_ptr(),
+                            n_visited as isize,
+                            1
+                        );
+                    }
+
+                    // discard anything similar to something already in list
+                    let mut i = 0;
+                    let mut included = bitvec::bitvec![0; n_visited];
+                    scratch.visited_list.retain(|_node| {
+                        let row = &similarities_against_self[(i * n_visited)..((i + 1) * n_visited)];
+                        let old_i = i;
+                        i += 1;
+                        for (other_i, similarity) in row.iter().enumerate() {
+                            if similarity > &DUPLICATES_THRESHOLD && included[other_i] {
+                                return false;
+                            }
+                        }
+                        included.set(old_i, true);
+                        true
+                    });
+
+                    scratch.visited_list.sort_unstable_by_key(|x| -x.score);
+
+                    let matches = scratch.visited_list
+                        .drain(..)
+                        .map(|node| {
+                            let debug = if body.debug_enabled {
+                                Some((node.scores, node.shards, node.timestamp))
+                            } else {
+                                None
+                            };
+                            ((node.score as f64 / SCALE_F64) as f32, node.image_url, String::new(), 0, Some(node.dimensions), debug)
+                        })
+                        .collect::<Vec<_>>();
 
                     let result = QueryResult {
                         formats: vec![],
@@ -438,6 +546,25 @@ impl hyper::service::Service<Request<Incoming>> for Service {
                         .header(hyper::header::CONTENT_TYPE, "text/plain; version=0.0.4")
                         .body(Full::new(Bytes::from(buffer))).unwrap()
                 },
+                (&Method::POST, "/telemetry") => {
+                    // TODO refactor
+                    let upper = req.body().size_hint().upper().unwrap_or(u64::MAX);
+                    if upper > 1000 {
+                        let mut resp = Response::new(Full::new(Bytes::from("Body too big")));
+                        *resp.status_mut() = hyper::StatusCode::PAYLOAD_TOO_LARGE;
+                        return Ok(resp);
+                    }
+
+                    let whole_body = req.collect().await?.to_bytes();
+
+                    let message = serde_json::from_slice::<TelemetryMessage>(&whole_body)?;
+
+                    channel.send(message)?;
+
+                    Response::builder()
+                        .status(StatusCode::NO_CONTENT)
+                        .body(Full::new(Bytes::from(""))).unwrap()
+                }
                 (&Method::OPTIONS, "/") => {
                     Response::builder()
                         .status(StatusCode::NO_CONTENT)
@@ -459,9 +586,9 @@ impl hyper::service::Service<Request<Incoming>> for Service {
     }
 }
 
-async fn get_backend_config(clip_server: &Option<String>) -> Result<InferenceServerConfig> {
+async fn get_backend_config(clip_server: &String) -> Result<InferenceServerConfig> {
     loop {
-        match query_clip_server(clip_server.as_ref().unwrap(), "/config", Option::<()>::None).await {
+        match query_clip_server(clip_server, "/config", Option::<()>::None).await {
             Ok(config) => return Ok(config),
             Err(err) => {
                 tracing::warn!("waiting for clip server: {}", err);
@@ -471,14 +598,31 @@ async fn get_backend_config(clip_server: &Option<String>) -> Result<InferenceSer
     }
 }
 
+// can't run this as an async task because monoio File API is positional writes only
+fn telemetry_handler(rx: std::sync::mpsc::Receiver<TelemetryMessage>, config: ServerConfig) -> Result<()> {
+    let mut telemetry_file = std::fs::OpenOptions::new().create(true).create(true).append(true).open(&config.telemetry_file)?;
+    while let Ok(message) = rx.recv() {
+        telemetry_file.write_all(rmp_serde::to_vec(&message)?.as_slice())?;
+    }
+    Ok(())
+}
+
 async fn serve(args: &CLIArguments, index: Rc<Index>) -> Result<()> {
+    let config: ServerConfig = serde_json::from_slice(&std::fs::read(args.config_path.as_ref().unwrap())?)?;
+
+    let (telemetry_channel, telemetry_receiver) = std::sync::mpsc::channel();
+
+    let config_ = config.clone();
+    std::thread::spawn(move || telemetry_handler(telemetry_receiver, config_));
+
     let service = Service {
         index,
-        inference_server_config: Rc::new(get_backend_config(&args.clip_server).await?),
-        args: Rc::new(args.clone())
+        inference_server_config: Rc::new(get_backend_config(&config.clip_server).await?),
+        config: Rc::new(config.clone()),
+        telemetry_channel
     };
 
-    let listener = TcpListener::bind(args.listen_address.as_ref().unwrap())?;
+    let listener = TcpListener::bind(config.listen_address)?;
     println!("Listening");
     loop {
         let (stream, _) = listener.accept().await?;
@@ -531,7 +675,7 @@ async fn main() -> Result<()> {
         n_descriptors: header.descriptor_cdfs.len(),
     });
 
-    if args.listen_address.is_some() {
+    if args.config_path.is_some() {
         serve(&args, index).await?;
     } else {
         evaluate(&args, index).await?;
diff --git a/src/score_model.rs b/src/score_model.rs
index 1be0d92..ed8fc10 100644
--- a/src/score_model.rs
+++ b/src/score_model.rs
@@ -53,8 +53,8 @@ impl ScoreModel {
 fn run_test_vectors() {
     let score_model = ScoreModel::load("model.safetensors", None).unwrap();
     println!("load complete");
-    let input = vec![-0.4345722794532776, 0.17094942927360535, -1.8118499517440796, -0.007176402490586042, -0.8931557536125183, 0.047411322593688965, 0.14499570429325104, 1.5815279483795166, -0.5733006596565247, 0.09284629672765732, -0.06355082988739014, 1.1163427829742432, 0.0919690877199173, -0.7623572945594788, -0.31675365567207336, -0.23023580014705658, -1.383502721786499, -0.022929714992642403, -0.4546741843223572, 0.4752075970172882, 0.0017476415960118175, 2.4422049522399902, 1.1863856315612793, -1.1715986728668213, 1.7562607526779175, 0.5107415914535522, 0.10338598489761353, 0.5254573225975037, 0.43233147263526917, 0.4230467677116394, -0.1960270255804062, -1.4768967628479004, 0.05825695022940636, 0.48162776231765747, 0.039969947189092636, -0.7935997843742371, -1.661239743232727, -0.3166193664073944, -0.44169801473617554, -0.8111487627029419, -0.008084080182015896, 0.01621660403907299, -0.21380890905857086, 1.2548106908798218, 2.5776288509368896, 0.9675433039665222, 1.0331544876098633, -1.276376724243164, -0.1208878681063652, 2.0618014335632324, -0.2110261768102646, 1.4121814966201782, -0.3874514102935791, 0.019096245989203453, -0.6084364652633667, -1.5250674486160278, 0.05467425659298897, 0.5211672186851501, -0.6599328517913818, 1.9770493507385254, -0.2652193605899811, -0.4438127279281616, -0.4085737466812134, -1.8672881126403809, -0.5800049901008606, -1.136744737625122, 0.6716499328613281, 0.02385501191020012, -1.4679572582244873, -0.20788317918777466, 1.78951096534729, -0.49180176854133606, -0.5267285704612732, -1.061163306236267, -1.167036771774292, -0.21071378886699677, 0.2671426236629486, 0.15262508392333984, -0.1835470199584961, 0.6520016193389893, -0.19917918741703033, 0.6172112822532654, -1.5099269151687622, 0.30058932304382324, -0.2920701205730438, -1.5939565896987915, 1.455906629562378, -0.5045331120491028, 1.087783694267273, 1.2643043994903564, 0.4651171863079071, -0.2950178384780884, -0.49719011783599854, -0.10433711111545563, 0.6476410627365112, -1.1793053150177002, -0.14007428288459778, 0.5063872933387756, -1.446657419204712, 0.4581936299800873, -0.14212673902511597, 1.6025649309158325, 2.506469488143921, -0.42433634400367737, 2.517164468765259, -0.5849226713180542, -0.5297185182571411, 1.024099349975586, -1.6314244270324707, -0.27694639563560486, -0.7040983438491821, -2.9417502880096436, 0.3231101930141449, 0.6132413744926453, -1.061632752418518, -0.6692830324172974, -0.16646189987659454, -1.5329070091247559, 1.2252086400985718, -0.6959750652313232, 0.6744255423545837, -1.2261444330215454, 0.5366888642311096, 1.8106290102005005, 0.8228190541267395, -0.44295385479927063, 2.1933095455169678, -1.2504291534423828, 0.8774024844169617, 0.8459886312484741, 0.9037753939628601, -0.4263146221637726, 1.7555049657821655, 2.5195908546447754, 0.16633424162864685, 0.9573475122451782, 0.8704742789268494, -0.589751124382019, -0.47897589206695557, 0.3424782454967499, -0.6239702701568604, -0.5562736392021179, -1.5022681951522827, 0.7230113744735718, -0.7862212657928467, 1.1114501953125, -0.4481828212738037, 0.9360501170158386, 0.18324320018291473, 1.6788688898086548, -0.004912206903100014, -0.32701143622398376, -0.08141219615936279, 0.6935409307479858, 1.5392712354660034, 0.42179566621780396, 0.18439936637878418, -1.3557062149047852, 1.906175136566162, 1.7605435848236084, 1.1143693923950195, 0.12973885238170624, -2.281808853149414, -0.7457895278930664, 0.563697874546051, -0.8167999386787415, 0.8724538087844849, -0.38157960772514343, 0.12257500737905502, 0.5205370187759399, 0.43817195296287537, 1.3469438552856445, 1.204759955406189, -0.812122642993927, 0.7565246820449829, -0.5746178030967712, 0.3362397253513336, 0.09120666235685349, -1.4427778720855713, -0.24839729070663452, 1.4323856830596924, 1.1117748022079468, -0.8627399206161499, -2.137739658355713, -0.0034492758568376303, -0.8460664749145508, -1.0586605072021484, 1.2009111642837524, 0.9322578310966492, -0.8685980439186096, -1.5788501501083374, 0.23623451590538025, -0.8549344539642334, 0.6803327202796936, 0.8026608228683472, -0.2921826243400574, -1.3224090337753296, 0.1882103681564331, -0.10856007784605026, 0.8612928986549377, -1.4223358631134033, 0.46004369854927063, -1.517471432685852, -1.220023274421692, 1.6014193296432495, 0.618366003036499, -0.4121616780757904, 0.9146530628204346, -1.2374593019485474, -0.014170434325933456, -0.3589692711830139, -0.6065499782562256, -0.20429876446723938, -0.9320686459541321, 1.226494550704956, 1.8877196311950684, -0.1909264624118805, -0.7644696235656738, -1.192503809928894, 0.5668321251869202, -0.6503121256828308, 0.005412652622908354, 0.6003715991973877, -0.16750405728816986, 0.730631411075592, -0.8260015249252319, -0.5752900242805481, -1.7150777578353882, -0.9912893772125244, -0.21429193019866943, -0.1821570098400116, 0.24360182881355286, 0.6649930477142334, -0.3617568910121918, 1.248687982559204, -0.16935500502586365, -0.27311739325523376, 0.19940800964832306, 1.211714506149292, -2.0409858226776123, -1.7912143468856812, 1.3380396366119385, 0.30974122881889343, -0.5215043425559998, 1.4406282901763916, 0.06237594783306122, -1.1279041767120361, 0.07083488255739212, -0.9160134792327881, 0.2535456120967865, -0.27451151609420776, 2.329385757446289, -0.6204302906990051, 0.7540424466133118, 0.25094467401504517, 1.107723355293274, -0.6849756240844727, 0.4012075662612915, 0.005810686852782965, -0.3159245550632477, 1.0356391668319702, 0.4598691761493683, -1.6891863346099854, -0.08487194031476974, 0.3393251299858093, 1.2522573471069336, -0.9809004664421082, 1.2244173288345337, -0.32187044620513916, 0.21259519457817078, -1.5967507362365723, 0.7714967727661133, 0.30796951055526733, -0.4697326719760895, -0.3248938322067261, -0.48808130621910095, 0.22755451500415802, 1.406537413597107, 1.0756304264068604, 0.03567849472165108, -1.4543119668960571, 1.2627283334732056, 0.3750774562358856, -0.6114221215248108, -1.208338975906372, -0.1788187325000763, -0.6459327936172485, -0.4125029444694519, -0.6384430527687073, 0.004708736203610897, 0.8536922931671143, -0.5542461276054382, -0.9046662449836731, 1.1861681938171387, -0.8095163702964783, 0.2388121336698532, 0.5717242956161499, -0.021248584613204002, -0.6682467460632324, 1.1803152561187744, 0.9752140045166016, 0.995647132396698, 1.7448264360427856, -0.7038049101829529, -0.5737085342407227, -0.4709729552268982, 1.0187917947769165, 1.1697276830673218, -0.06843794882297516, 1.3777273893356323, 1.4236022233963013, -0.06521105766296387, -0.9240316152572632, 0.24471965432167053, 2.1488571166992188, 0.23116901516914368, 1.0827425718307495, -0.09670041501522064, 0.2925485372543335, 1.0832446813583374, 0.04315602406859398, 0.3326874375343323, -1.770923376083374, -0.9208036065101624, -0.42884746193885803, 0.8803163170814514, 0.7154956459999084, -0.23689228296279907, -0.9407936930656433, -0.5876491069793701, 0.6052936315536499, 0.052228499203920364, 2.17978835105896, 0.16457822918891907, 1.1496567726135254, -1.803113341331482, -0.33117616176605225, -1.2849164009094238, 1.0336734056472778, -0.4086662530899048, 1.1697443723678589, -0.6452281475067139, -0.3375767171382904, 0.5617665648460388, 0.916449785232544, -0.41032272577285767, 0.6886813044548035, 0.40038833022117615, -0.5050271153450012, 0.11471790820360184, 0.1910623461008072, 0.22456428408622742, -2.027451515197754, 0.04354136809706688, 1.1241633892059326, -0.8220033049583435, -0.27855390310287476, 0.2972124218940735, 1.8156293630599976, 1.715639352798462, 0.06885554641485214, 0.38357144594192505, -0.08718876540660858, 1.7863292694091797, -0.6194261312484741, 0.8481863737106323, 0.5368261933326721, 0.6141453981399536, -0.8199034929275513, -0.31737208366394043, -0.11267230659723282, -0.5211840271949768, -1.0127308368682861, -1.5139232873916626, 1.1095565557479858, 0.7923423647880554, -1.210640788078308, 1.401814341545105, 1.361802339553833, 0.8248207569122314, -0.00010222350829280913, -0.6005297303199768, 1.007662296295166, 0.6106851100921631, 0.9532113671302795, 0.6760901212692261, 2.2247812747955322, -0.4495505690574646, 0.5501114130020142, -1.069810390472412, 0.6187455058097839, 0.7255762815475464, -0.06195748597383499, 1.5735702514648438, -1.6713207960128784, -0.2957589626312256, 1.752336859703064, -0.9450791478157043, 0.08109347522258759, -1.7591547966003418, 0.9438595771789551, 1.034585952758789, -0.30059513449668884, -0.933298647403717, -0.3617241084575653, 0.03835463896393776, 0.5327099561691284, 0.7001193165779114, 0.7219358682632446, -2.126343011856079, 1.3780051469802856, 0.6344947814941406, 0.5614579319953918, -1.413107991218567, 0.09966818988323212, -0.4681704640388489, 0.060804836452007294, 0.9871187210083008, 1.8834701776504517, 0.7778974175453186, 0.007839275524020195, 0.5914214849472046, 0.9574611783027649, 0.4493805766105652, -1.6901856660842896, -0.979607105255127, 1.2487770318984985, -0.8207526803016663, -2.2255351543426514, 0.5124965310096741, 0.6362564563751221, -0.46572402119636536, -0.13918595016002655, -0.6213287115097046, -0.570345938205719, 0.19373509287834167, 0.3811667859554291, 0.26523342728614807, -1.084452509880066, -1.267290472984314, -1.5294244289398193, 1.0089960098266602, -0.2576083242893219, 1.0372828245162964, -2.597663640975952, -0.450050413608551, 0.6596473455429077, 0.3285040259361267, 0.47114452719688416, 1.4923033714294434, -0.5632882714271545, -0.7333149909973145, -0.8307684659957886, -1.5851761102676392, -0.25743192434310913, -0.36466726660728455, 0.08711828291416168, 0.2192882001399994, -0.3982499837875366, -1.304565668106079, 0.09079232811927795, -1.6411323547363281, -0.5723531246185303, -0.9254944920539856, 0.5284976363182068, -0.9033693075180054, -0.13852863013744354, -0.6156182289123535, -0.549788236618042, -1.5759395360946655, -1.294786810874939, -0.28782978653907776, -0.8077318072319031, 0.029211968183517456, 2.404716968536377, 0.3512919843196869, 0.3920923173427582, -0.5422165393829346, -0.5234830975532532, 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-0.07552099972963333, -0.6941318511962891, -0.1219126284122467, 0.6719748377799988, 0.25753113627433777, -1.2153089046478271, 0.13151207566261292, -0.6439849138259888, 0.5595400929450989, -0.09089384227991104, 0.6474713683128357, 0.10356837511062622, -0.06700046360492706, -0.0591135174036026, -0.38273537158966064, 1.0885146856307983, -0.6373236179351807, 1.1865304708480835, -0.7767115831375122, -0.8741889595985413, -0.2947963774204254, 0.677485466003418, 0.2559397518634796, -1.9060794115066528, 2.800122022628784, -0.16625577211380005, 0.8319082260131836, -0.04343127831816673, 0.03674604371190071, 0.686943531036377, 1.988837480545044, 0.1322024166584015, 1.63629949092865, -0.6030665636062622, 0.9368968605995178, 0.05773721635341644, 0.057696983218193054, -0.6373687386512756, -1.0348992347717285, 2.306628942489624, 1.791831612586975, 0.9562671184539795, -0.7249517440795898, -0.013636152260005474, -1.0798742771148682, -0.6930895447731018, -1.519718885421753, -0.31140774488449097, 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-    let ground_truth = vec![2.153256416320801, -8.757116317749023, 21.87359046936035, -0.07722868025302887, 2.5499470233917236, 4.972344398498535, 3.497126817703247, -2.2173497676849365, -3.1898372173309326];
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+    let ground_truth = vec![-0.6489750146865845, -5.026195526123047, 5.606937408447266, 0.8131773471832275, -0.1522408127784729, -4.360945701599121, -1.3974180221557617, 11.217863082885742, -8.185169219970703];
     let model_output = score_model.score_batch(&input).unwrap();
     println!("{:?} {:?}", model_output, ground_truth);
     for (x, y) in model_output.iter().zip(ground_truth.iter()) {