File size: 10,589 Bytes
bbb6388
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
// tests/core/gguf_split_test.cpp - a split model's shards (strata::gguf_split_paths) and their joint view
// (strata::GgufModel), on synthetic GGUFs: no model, no GPU.
//
// The layout is Unsloth's UD-Q4_K_XL in miniature: shard 1 holds the metadata and no tensor, shards 2-4 the
// tensors, and layer 11's down sits in shard 2 while its gate and up are in shard 3.  Then the ways a real
// download goes wrong: a shard missing, a shard of another model (split keys that disagree), a tensor in two
// shards, a directory that does not add up to split.tensors.count, a truncated shard, and shard 1 opened alone.
#include "gguf_fixture.hpp"

#include "strata/artifact/gguf_split.hpp"

#include <chrono>
#include <cstdio>
#include <filesystem>
#include <string>
#include <vector>

namespace fs = std::filesystem;

namespace {
int g_fail = 0;
void check(bool ok, const std::string& what) {
    std::printf("  %-78s %s\n", what.c_str(), ok ? "ok" : "FAIL");
    if (!ok) ++g_fail;
}

struct TempDir {
    fs::path path;
    TempDir() {
        path = fs::temp_directory_path() /
               ("strata-gguf-split-test-" + std::to_string(std::chrono::steady_clock::now().time_since_epoch().count()));
        fs::create_directories(path);
    }
    ~TempDir() {
        std::error_code ignored;
        fs::remove_all(path, ignored);
    }
};

std::string shard_name(int i, int n) {
    char b[64];
    std::snprintf(b, sizeof b, "Model-UD-Q4_K_XL-%05d-of-%05d.gguf", i, n);
    return b;
}

using fixture::Tensor;
const uint32_t F32 = 0, Q8_0 = 8;

/// Writes the 4-shard model; `mutate(i, kv, tensors)` may change shard i (0-based) before it is written.
template <class F> std::vector<std::string> write_model(const fs::path& dir, F mutate, uint64_t total = 7) {
    std::vector<std::string> paths;
    for (int i = 0; i < 4; ++i) {
        std::vector<fixture::Kv> kv;
        if (i == 0) kv.push_back(fixture::str("general.architecture", "qwen4exp"));
        for (const auto& k : fixture::split_keys((uint64_t) i, 4, total)) kv.push_back(k);
        std::vector<Tensor> ts;
        if (i == 1) ts = {{"output.weight", {64, 4}, Q8_0, 1}, {"token_embd.weight", {64, 4}, Q8_0, 2},
                          {"blk.11.ffn_down_exps.weight", {32, 32, 2}, F32, 3}};
        if (i == 2) ts = {{"blk.11.ffn_gate_exps.weight", {32, 32, 2}, F32, 4},
                          {"blk.11.ffn_up_exps.weight", {32, 32, 2}, F32, 5}, {"blk.12.attn_q.weight", {32, 8}, F32, 6}};
        if (i == 3) ts = {{"output_norm.weight", {32}, F32, 7}};
        uint64_t cut = 0;
        mutate(i, kv, ts, cut);
        const fs::path p = dir / shard_name(i + 1, 4);
        fixture::write(p, kv, ts, cut);
        paths.push_back(p.string());
    }
    return paths;
}
auto same = [](int, std::vector<fixture::Kv>&, std::vector<Tensor>&, uint64_t&) {};

std::string error_of(const std::vector<std::string>& paths) {
    try {
        strata::GgufModel m(paths);
    } catch (const std::exception& e) {
        return e.what();
    }
    return {};
}
}  // namespace

// `gguf_split_test --real SHARD`: the same view of a real model (headers only): its shards, the architecture
// check on the metadata shard, and where the tensors the engine reads by name live.
int real_model(const std::string& any) {
    try {
        const strata::GgufModel m = strata::GgufModel::open(any);
        size_t tensors = 0;
        for (size_t i = 0; i < m.size(); ++i) {
            std::printf("  shard %zu: %s, %zu tensors, data at %llu\n", i + 1, m.shard(i).path().c_str(),
                        m.shard(i).tensors().size(), (unsigned long long) m.shard(i).data_start());
            tensors += m.shard(i).tensors().size();
        }
        const std::string arch = strata::check_architecture(m.meta());
        std::printf("  %zu tensors; architecture check on the metadata shard: %s\n", tensors,
                    arch.empty() ? "ok" : arch.c_str());
        int bad = arch.empty() ? 0 : 1;
        for (const char* name : {"output.weight", "token_embd.weight", "per_layer_token_embd.weight",
                                 "blk.1.ple_key.weight", "blk.11.ffn_gate_exps.weight", "blk.11.ffn_up_exps.weight",
                                 "blk.11.ffn_down_exps.weight"}) {
            size_t s = 0;
            const strata::TensorInfo* t = m.find(name, &s);
            if (!t) { std::printf("  %-30s absent\n", name); continue; }
            const bool ok = m.in_bounds(*t, s);
            bad += !ok;
            std::printf("  %-30s shard %zu, %s, %llu B, %s\n", name, s + 1, t->type_name(),
                        (unsigned long long) strata::tensor_payload_bytes(*t), ok ? "in bounds" : "OUT OF BOUNDS");
        }
        return bad ? 1 : 0;
    } catch (const std::exception& e) {
        std::printf("  refused: %s\n", e.what());
        return 1;
    }
}

int main(int argc, char** argv) {
    if (argc == 3 && std::string(argv[1]) == "--real") return real_model(argv[2]);
    std::printf("gguf_split_test\n");
    {
        TempDir d;
        const auto paths = write_model(d.path, same);
        // any shard names the family; the list is in split order, metadata shard first
        std::vector<std::string> got;
        try { got = strata::gguf_split_paths(paths[2]); } catch (...) {}
        check(got == paths, "gguf_split_paths from shard 3: the 4 shards in order");
        try { got = strata::gguf_split_paths(paths[0]); } catch (...) { got.clear(); }
        check(got == paths, "gguf_split_paths from shard 1: the same 4 shards");
        check(strata::gguf_split_paths((d.path / "plain.gguf").string()).size() == 1,
              "a name without -NNNNN-of-MMMMM is a model of one file");
        std::string err;
        try {
            const strata::GgufModel m(paths);
            size_t s_out = 9, s_gate = 9, s_down = 9, s_up = 9;
            const strata::TensorInfo* out = m.find("output.weight", &s_out);
            const strata::TensorInfo* gate = m.find("blk.11.ffn_gate_exps.weight", &s_gate);
            const strata::TensorInfo* up = m.find("blk.11.ffn_up_exps.weight", &s_up);
            const strata::TensorInfo* down = m.find("blk.11.ffn_down_exps.weight", &s_down);
            check(m.size() == 4 && m.meta().get("general.architecture") && m.meta().tensors().empty(),
                  "shard 1: the metadata, no tensor");
            check(out && s_out == 1 && m.in_bounds(*out, s_out), "output.weight found in shard 2, in bounds");
            check(gate && up && down && s_gate == 2 && s_up == 2 && s_down == 1,
                  "layer 11 per role: gate/up in shard 3, down in shard 2");
            check(m.find("blk.99.ffn_gate_exps.weight") == nullptr, "an absent tensor is nullptr");
            check(strata::check_architecture(m.meta()).find("block_count") != std::string::npos,
                  "the architecture guard reads the metadata shard (and wants its keys)");
        } catch (const std::exception& e) {
            err = e.what();
        }
        check(err.empty(), "the 4-shard model opens" + (err.empty() ? std::string() : ": " + err));
    }
    {
        TempDir d;
        const auto paths = write_model(d.path, same);
        fs::remove(paths[3]);
        std::string err;
        try { strata::gguf_split_paths(paths[0]); } catch (const std::exception& e) { err = e.what(); }
        check(err.find("missing model shard") != std::string::npos && err.find(shard_name(4, 4)) != std::string::npos,
              "a missing shard is an error that names it");
    }
    {
        TempDir d;
        const auto paths = write_model(d.path, [](int i, auto&, auto& ts, uint64_t&) {
            if (i == 3) ts.push_back({"blk.11.ffn_up_exps.weight", {32, 32, 2}, F32, 9});
        }, 8);
        const std::string err = error_of(paths);
        check(err.find("in two shards") != std::string::npos && err.find(shard_name(3, 4)) != std::string::npos &&
                  err.find(shard_name(4, 4)) != std::string::npos,
              "a tensor in two shards is refused, naming both");
    }
    {
        TempDir d;
        const auto paths = write_model(d.path, [](int i, auto& kv, auto&, uint64_t&) {
            if (i == 2) kv = fixture::split_keys(1, 4, 7);    // says it is shard 2
        });
        check(error_of(paths).find("does not declare itself shard 3 of 4") != std::string::npos,
              "a shard whose split.no disagrees with its place is refused");
    }
    {
        TempDir d;
        const auto paths = write_model(d.path, [](int i, auto& kv, auto&, uint64_t&) {
            if (i == 3) kv = fixture::split_keys(3, 4, 9);    // another model's split.tensors.count
        });
        check(!error_of(paths).empty(), "a shard of another model (split.tensors.count differs) is refused");
    }
    {
        TempDir d;
        const auto paths = write_model(d.path, [](int i, auto&, auto& ts, uint64_t&) {
            if (i == 3) ts.clear();                         // a directory short of split.tensors.count
        });
        check(error_of(paths).find("split.tensors.count is 7") != std::string::npos,
              "shards that do not add up to split.tensors.count are refused");
    }
    {
        TempDir d;
        const auto paths = write_model(d.path, [](int i, auto& kv, auto&, uint64_t&) {
            if (i == 0) kv.erase(kv.begin());               // no general.architecture in shard 1
        });
        check(error_of(paths).find("general.architecture") != std::string::npos,
              "a split model whose first shard has no metadata is refused");
        check(error_of({paths[0]}).find("opened as a whole model") != std::string::npos,
              "shard 1 of 4 opened as a whole model is refused");
    }
    {
        TempDir d;
        const auto paths = write_model(d.path, [](int i, auto&, auto&, uint64_t& cut) {
            if (i == 2) cut = 100;                          // the last tensor of shard 3 is cut short
        });
        bool truncated = false, first_ok = false;
        try {
            const strata::GgufModel m(paths);
            size_t s = 0;
            const strata::TensorInfo* q = m.find("blk.12.attn_q.weight", &s);
            const strata::TensorInfo* g = m.find("blk.11.ffn_gate_exps.weight");
            truncated = q && !m.in_bounds(*q, s);
            first_ok = g && m.in_bounds(*g, 2);
        } catch (...) {}
        check(truncated && first_ok, "a truncated shard: its last tensor is out of bounds, the others are not");
    }
    std::printf(g_fail ? "gguf_split_test: %d FAILED\n" : "gguf_split_test: all passed\n", g_fail);
    return g_fail ? 1 : 0;
}