Harden token-data ingestion across training pipelines (validation + FD hygiene)

training/Makefile

@@ -1,9 +1,11 @@
-CC = xcrun clang
-CFLAGS = -O2 -Wall -Wno-deprecated-declarations -fobjc-arc
-FRAMEWORKS = -framework Foundation -framework CoreML -framework IOSurface
-LDFLAGS = $(FRAMEWORKS) -ldl
-
-HEADERS_LARGE = stories_config.h stories_io.h stories_mil.h stories_cpu_ops.h
+CC = xcrun clang
+CFLAGS = -O2 -Wall -Wno-deprecated-declarations -fobjc-arc
+CC_C = xcrun clang
+CFLAGS_C = -O2 -Wall -Wextra -Werror -std=c11
+FRAMEWORKS = -framework Foundation -framework CoreML -framework IOSurface
+LDFLAGS = $(FRAMEWORKS) -ldl
+
+HEADERS_LARGE = stories_config.h stories_io.h stories_mil.h stories_cpu_ops.h data_validation.h
 
 HEADERS_ANE = $(HEADERS_LARGE) ane_rmsnorm_bwd.h ane_classifier.h
 
@@ -33,16 +35,21 @@ test_perf_stats: test_perf_stats.m
 test_qos_sweep: test_qos_sweep.m
 	$(CC) $(CFLAGS) -o $@ $< $(LDFLAGS)
 
-test_ane_advanced: test_ane_advanced.m
-	$(CC) $(CFLAGS) -o $@ $< $(LDFLAGS)
-
-probes: $(PROBES)
-
-tokenize:
-	python3 tokenize.py
-
-clean:
-	rm -f train train_large train_large_ane $(PROBES) test_rmsnorm_bwd test_classifier
-
-.PHONY: clean tokenize probes
+test_ane_advanced: test_ane_advanced.m
+	$(CC) $(CFLAGS) -o $@ $< $(LDFLAGS)
+
+test_data_validation: test_data_validation.c data_validation.h
+	$(CC_C) $(CFLAGS_C) -o $@ $<
+
+probes: $(PROBES)
+
+security-tests: test_data_validation
+
+tokenize:
+	python3 tokenize.py
+
+clean:
+	rm -f train train_large train_large_ane $(PROBES) test_rmsnorm_bwd test_classifier test_data_validation
+
+.PHONY: clean tokenize probes security-tests
 

training/README.md

@@ -78,7 +78,12 @@ Weights passed via IOSurface spatial dimension — compile 9 kernels once at sta
 bash download_data.sh
 ```
 
-Downloads pretokenized TinyStories (Llama 2 BPE, 32K vocab) from HuggingFace. Produces `tinystories_data00.bin` (~41 MB, ~20M tokens).
+Downloads pretokenized TinyStories (Llama 2 BPE, 32K vocab) from HuggingFace. Produces `tinystories_data00.bin` (~41 MB, ~20M tokens).
+
+All training pipelines perform token-data validation at startup:
+- token file byte length must align to 16-bit token boundaries
+- token file must contain at least `SEQ+1` tokens
+- every token id must be within `[0, vocab_size)`
 
 ### 2. Build & Train
 

training/data_validation.h

@@ -0,0 +1,73 @@
+// data_validation.h — Shared token-data validation helpers
+#pragma once
+#include <stdbool.h>
+#include <stddef.h>
+#include <stdint.h>
+
+typedef enum {
+    TOKEN_DATA_VALID = 0,
+    TOKEN_DATA_ERR_TOO_SHORT = 1,
+    TOKEN_DATA_ERR_OOB_TOKEN = 2
+} TokenDataValidationCode;
+
+typedef struct {
+    size_t required_tokens;
+    size_t bad_index;
+    uint16_t bad_token;
+} TokenDataValidationError;
+
+// Token files are 16-bit ids. Return false when byte length is misaligned.
+static inline bool token_data_bytes_to_token_count(size_t n_bytes, size_t *n_tokens, size_t *extra_bytes) {
+    size_t rem = n_bytes % sizeof(uint16_t);
+    if (n_tokens) *n_tokens = n_bytes / sizeof(uint16_t);
+    if (extra_bytes) *extra_bytes = rem;
+    return rem == 0;
+}
+
+static inline bool token_data_has_min_tokens(size_t n_tokens, int seq, size_t *required_tokens) {
+    if (seq < 0) return false;
+    size_t needed = (size_t)seq + 1;
+    if (required_tokens) *required_tokens = needed;
+    return n_tokens >= needed;
+}
+
+static inline bool token_data_find_oob_token(const uint16_t *token_data, size_t n_tokens, int vocab,
+                                             size_t *bad_index, uint16_t *bad_token) {
+    if (!token_data || n_tokens == 0 || vocab <= 0) return false;
+    for (size_t i = 0; i < n_tokens; i++) {
+        if ((int)token_data[i] >= vocab) {
+            if (bad_index) *bad_index = i;
+            if (bad_token) *bad_token = token_data[i];
+            return true;
+        }
+    }
+    return false;
+}
+
+static inline TokenDataValidationCode token_data_validate(const uint16_t *token_data, size_t n_tokens,
+                                                          int seq, int vocab,
+                                                          TokenDataValidationError *err) {
+    if (err) {
+        err->required_tokens = 0;
+        err->bad_index = 0;
+        err->bad_token = 0;
+    }
+
+    size_t required = 0;
+    if (!token_data_has_min_tokens(n_tokens, seq, &required)) {
+        if (err) err->required_tokens = required;
+        return TOKEN_DATA_ERR_TOO_SHORT;
+    }
+
+    size_t bad_index = 0;
+    uint16_t bad_token = 0;
+    if (token_data_find_oob_token(token_data, n_tokens, vocab, &bad_index, &bad_token)) {
+        if (err) {
+            err->bad_index = bad_index;
+            err->bad_token = bad_token;
+        }
+        return TOKEN_DATA_ERR_OOB_TOKEN;
+    }
+
+    return TOKEN_DATA_VALID;
+}

training/test_data_validation.c

@@ -0,0 +1,239 @@
+// test_data_validation.c — Unit tests for token-data hardening helpers
+#include <stdbool.h>
+#include <stdint.h>
+#include <stdio.h>
+#include <string.h>
+
+#include "data_validation.h"
+
+typedef struct {
+    int passed;
+    int failed;
+} TestStats;
+
+#define CHECK_TRUE(stats, cond, msg) \
+    do { \
+        if (!(cond)) { \
+            fprintf(stderr, "FAIL: %s (%s:%d)\n", msg, __FILE__, __LINE__); \
+            (stats)->failed++; \
+            return; \
+        } \
+    } while (0)
+
+#define CHECK_EQ_INT(stats, got, want, msg) CHECK_TRUE((stats), (got) == (want), msg)
+#define CHECK_EQ_SIZE(stats, got, want, msg) CHECK_TRUE((stats), (got) == (want), msg)
+
+static uint32_t lcg_next(uint32_t *state) {
+    *state = (*state * 1664525u) + 1013904223u;
+    return *state;
+}
+
+static void test_bytes_to_token_count_even(TestStats *stats) {
+    size_t n_tokens = 0;
+    size_t extra = 99;
+    CHECK_TRUE(stats, token_data_bytes_to_token_count(1024, &n_tokens, &extra),
+               "even byte length should map to token count");
+    CHECK_EQ_SIZE(stats, n_tokens, 512, "1024 bytes should map to 512 tokens");
+    CHECK_EQ_SIZE(stats, extra, 0, "even byte length should have zero remainder");
+    stats->passed++;
+}
+
+static void test_bytes_to_token_count_odd(TestStats *stats) {
+    size_t n_tokens = 0;
+    size_t extra = 0;
+    CHECK_TRUE(stats, !token_data_bytes_to_token_count(1025, &n_tokens, &extra),
+               "odd byte length should fail alignment check");
+    CHECK_EQ_SIZE(stats, n_tokens, 512, "odd byte length should still report floor token count");
+    CHECK_EQ_SIZE(stats, extra, 1, "1025 bytes should report one extra byte");
+    stats->passed++;
+}
+
+static void test_bytes_to_token_count_null_outputs(TestStats *stats) {
+    CHECK_TRUE(stats, token_data_bytes_to_token_count(8, NULL, NULL),
+               "alignment helper should work with null output pointers");
+    CHECK_TRUE(stats, !token_data_bytes_to_token_count(9, NULL, NULL),
+               "alignment helper should fail odd byte length with null outputs");
+    stats->passed++;
+}
+
+static void test_min_tokens_boundary(TestStats *stats) {
+    size_t required = 0;
+    CHECK_TRUE(stats, token_data_has_min_tokens(257, 256, &required), "257 tokens should satisfy seq=256");
+    CHECK_EQ_SIZE(stats, required, 257, "required tokens should be seq+1");
+    stats->passed++;
+}
+
+static void test_min_tokens_short(TestStats *stats) {
+    size_t required = 0;
+    CHECK_TRUE(stats, !token_data_has_min_tokens(256, 256, &required), "256 tokens should fail seq=256");
+    CHECK_EQ_SIZE(stats, required, 257, "required tokens should still be seq+1");
+    stats->passed++;
+}
+
+static void test_min_tokens_negative_seq(TestStats *stats) {
+    size_t required = 777;
+    CHECK_TRUE(stats, !token_data_has_min_tokens(10, -1, &required), "negative seq should fail min-token check");
+    CHECK_EQ_SIZE(stats, required, 777, "required token out param should remain unchanged for invalid seq");
+    stats->passed++;
+}
+
+static void test_validate_too_short(TestStats *stats) {
+    uint16_t tokens[2] = {1, 2};
+    TokenDataValidationError err = {0};
+    TokenDataValidationCode code = token_data_validate(tokens, 2, 4, 32000, &err);
+    CHECK_EQ_INT(stats, code, TOKEN_DATA_ERR_TOO_SHORT, "too-short dataset should fail");
+    CHECK_EQ_SIZE(stats, err.required_tokens, 5, "required token count should be reported");
+    stats->passed++;
+}
+
+static void test_validate_too_short_precedes_oob(TestStats *stats) {
+    uint16_t tokens[2] = {65000, 1};
+    TokenDataValidationError err = {0};
+    TokenDataValidationCode code = token_data_validate(tokens, 2, 4, 32000, &err);
+    CHECK_EQ_INT(stats, code, TOKEN_DATA_ERR_TOO_SHORT, "too-short check should happen before OOB check");
+    CHECK_EQ_SIZE(stats, err.required_tokens, 5, "required token count should still be reported");
+    stats->passed++;
+}
+
+static void test_validate_too_short_with_null_err(TestStats *stats) {
+    uint16_t tokens[2] = {1, 2};
+    TokenDataValidationCode code = token_data_validate(tokens, 2, 4, 32000, NULL);
+    CHECK_EQ_INT(stats, code, TOKEN_DATA_ERR_TOO_SHORT, "validation should work when err output is null");
+    stats->passed++;
+}
+
+static void test_validate_oob_first(TestStats *stats) {
+    uint16_t tokens[6] = {32000, 1, 2, 3, 4, 5};
+    TokenDataValidationError err = {0};
+    TokenDataValidationCode code = token_data_validate(tokens, 6, 4, 32000, &err);
+    CHECK_EQ_INT(stats, code, TOKEN_DATA_ERR_OOB_TOKEN, "first token OOB should fail");
+    CHECK_EQ_SIZE(stats, err.bad_index, 0, "bad index should point to first token");
+    CHECK_EQ_INT(stats, err.bad_token, 32000, "bad token value should be reported");
+    stats->passed++;
+}
+
+static void test_validate_oob_middle(TestStats *stats) {
+    uint16_t tokens[7] = {1, 2, 3, 65535, 4, 5, 6};
+    TokenDataValidationError err = {0};
+    TokenDataValidationCode code = token_data_validate(tokens, 7, 4, 32000, &err);
+    CHECK_EQ_INT(stats, code, TOKEN_DATA_ERR_OOB_TOKEN, "middle token OOB should fail");
+    CHECK_EQ_SIZE(stats, err.bad_index, 3, "bad index should point to middle token");
+    CHECK_EQ_INT(stats, err.bad_token, 65535, "bad token value should be reported");
+    stats->passed++;
+}
+
+static void test_validate_oob_last(TestStats *stats) {
+    uint16_t tokens[6] = {1, 2, 3, 4, 5, 40000};
+    TokenDataValidationError err = {0};
+    TokenDataValidationCode code = token_data_validate(tokens, 6, 4, 32000, &err);
+    CHECK_EQ_INT(stats, code, TOKEN_DATA_ERR_OOB_TOKEN, "last token OOB should fail");
+    CHECK_EQ_SIZE(stats, err.bad_index, 5, "bad index should point to last token");
+    CHECK_EQ_INT(stats, err.bad_token, 40000, "bad token value should be reported");
+    stats->passed++;
+}
+
+static void test_validate_ok(TestStats *stats) {
+    uint16_t tokens[8] = {0, 1, 2, 3, 4, 5, 31998, 31999};
+    TokenDataValidationError err;
+    memset(&err, 0xA5, sizeof(err));
+    TokenDataValidationCode code = token_data_validate(tokens, 8, 4, 32000, &err);
+    CHECK_EQ_INT(stats, code, TOKEN_DATA_VALID, "valid dataset should pass");
+    stats->passed++;
+}
+
+static void test_validate_vocab_boundary(TestStats *stats) {
+    uint16_t valid_tokens[3] = {0, 0, 0};
+    TokenDataValidationError err = {0};
+    TokenDataValidationCode valid_code = token_data_validate(valid_tokens, 3, 2, 1, &err);
+    CHECK_EQ_INT(stats, valid_code, TOKEN_DATA_VALID, "token 0 should be valid when vocab=1");
+
+    uint16_t invalid_tokens[3] = {0, 1, 0};
+    TokenDataValidationCode invalid_code = token_data_validate(invalid_tokens, 3, 2, 1, &err);
+    CHECK_EQ_INT(stats, invalid_code, TOKEN_DATA_ERR_OOB_TOKEN, "token >= vocab should fail at vocab boundary");
+    CHECK_EQ_SIZE(stats, err.bad_index, 1, "boundary OOB should report exact index");
+    CHECK_EQ_INT(stats, err.bad_token, 1, "boundary OOB should report offending token");
+    stats->passed++;
+}
+
+static void test_find_oob_empty(TestStats *stats) {
+    size_t bad_index = 123;
+    uint16_t bad_token = 456;
+    CHECK_TRUE(stats, !token_data_find_oob_token(NULL, 0, 32000, &bad_index, &bad_token),
+               "empty dataset should not report OOB token");
+    CHECK_EQ_SIZE(stats, bad_index, 123, "bad index should remain unchanged for empty input");
+    CHECK_EQ_INT(stats, bad_token, 456, "bad token should remain unchanged for empty input");
+    stats->passed++;
+}
+
+static void test_find_oob_null_outputs(TestStats *stats) {
+    uint16_t tokens[4] = {0, 1, 32000, 2};
+    CHECK_TRUE(stats, token_data_find_oob_token(tokens, 4, 32000, NULL, NULL),
+               "OOB scan should work with null output pointers");
+    stats->passed++;
+}
+
+static void test_find_oob_invalid_vocab(TestStats *stats) {
+    uint16_t tokens[3] = {0, 1, 2};
+    CHECK_TRUE(stats, !token_data_find_oob_token(tokens, 3, 0, NULL, NULL),
+               "OOB scan should reject non-positive vocab");
+    CHECK_TRUE(stats, !token_data_find_oob_token(tokens, 3, -1, NULL, NULL),
+               "OOB scan should reject negative vocab");
+    stats->passed++;
+}
+
+static void test_find_oob_randomized_consistency(TestStats *stats) {
+    uint32_t seed = 1;
+    for (int iter = 0; iter < 512; iter++) {
+        int vocab = (int)(lcg_next(&seed) % 128u) + 1;
+        size_t n_tokens = (size_t)(lcg_next(&seed) % 64u);
+        uint16_t tokens[64] = {0};
+
+        bool expected_found = false;
+        size_t expected_index = 0;
+        uint16_t expected_token = 0;
+        for (size_t i = 0; i < n_tokens; i++) {
+            tokens[i] = (uint16_t)(lcg_next(&seed) % 256u);
+            if (!expected_found && (int)tokens[i] >= vocab) {
+                expected_found = true;
+                expected_index = i;
+                expected_token = tokens[i];
+            }
+        }
+
+        size_t got_index = 0;
+        uint16_t got_token = 0;
+        bool got_found = token_data_find_oob_token(tokens, n_tokens, vocab, &got_index, &got_token);
+        CHECK_EQ_INT(stats, got_found, expected_found, "randomized OOB scan should match reference result");
+        if (expected_found) {
+            CHECK_EQ_SIZE(stats, got_index, expected_index, "randomized OOB index should match reference");
+            CHECK_EQ_INT(stats, got_token, expected_token, "randomized OOB token should match reference");
+        }
+    }
+    stats->passed++;
+}
+
+int main(void) {
+    TestStats stats = {0, 0};
+
+    test_bytes_to_token_count_even(&stats);
+    test_bytes_to_token_count_odd(&stats);
+    test_bytes_to_token_count_null_outputs(&stats);
+    test_min_tokens_boundary(&stats);
+    test_min_tokens_short(&stats);
+    test_min_tokens_negative_seq(&stats);
+    test_validate_too_short(&stats);
+    test_validate_too_short_precedes_oob(&stats);
+    test_validate_too_short_with_null_err(&stats);
+    test_validate_oob_first(&stats);
+    test_validate_oob_middle(&stats);
+    test_validate_oob_last(&stats);
+    test_validate_ok(&stats);
+    test_validate_vocab_boundary(&stats);
+    test_find_oob_empty(&stats);
+    test_find_oob_null_outputs(&stats);
+    test_find_oob_invalid_vocab(&stats);
+    test_find_oob_randomized_consistency(&stats);
+
+    printf("test_data_validation: %d passed, %d failed\n", stats.passed, stats.failed);
+    return stats.failed == 0 ? 0 : 1;
+}