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4 Commits

Author SHA1 Message Date
amritahs-ibm
66619e259b
Merge d70f5fca74 into 2cd43f4900 2024-12-24 18:55:39 +01:00
Djip007
2cd43f4900
ggml : more perfo with llamafile tinyblas on x86_64 (#10714)
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* more perfo with llamafile tinyblas on x86_64.

- add bf16 suport
- change dispache strategie (thanks:
https://github.com/ikawrakow/ik_llama.cpp/pull/71 )
- reduce memory bandwidth

simple tinyblas dispache and more cache freindly

* tinyblas dynamic dispaching

* sgemm: add M blocs.

* - git 2.47 use short id of len 9.
- show-progress is not part of GNU Wget2

* remove not stable test
2024-12-24 18:54:49 +01:00
NeverLucky
09fe2e7613
server: allow filtering llama server response fields (#10940)
* llama_server_response_fields

* llama_server_response_fields_fix_issues

* params fixes

* fix

* clarify docs

* change to "response_fields"

---------

Co-authored-by: Xuan Son Nguyen <son@huggingface.co>
2024-12-24 17:39:49 +01:00
Amrita H S
d70f5fca74 llamafile_sgemm API - INT8 implementation
This change upstreams llamafile's cpu matrix
multiplication kernels for ppc64le using MMA
builtins for quantised int8 datatype.

This change results in 10% - 70% improvement
in total speed(ie all tokens/total time), across
various batch sizes.

The patch is tested with Meta-Lllama-3-8B,
Mistral-7B, Llama-2-7B-chat-hf models on a
IBM POWER10 machine.

Signed-off-by: Amrita H S <amritahs@linux.vnet.ibm.com>
2024-12-20 01:20:21 -05:00
9 changed files with 989 additions and 344 deletions

View File

@ -450,6 +450,8 @@ These words will not be included in the completion, so make sure to add them to
`post_sampling_probs`: Returns the probabilities of top `n_probs` tokens after applying sampling chain.
`response_fields`: A list of response fields, for example: `"response_fields": ["content", "generation_settings/n_predict"]`. If the specified field is missing, it will simply be omitted from the response without triggering an error.
**Response format**
- Note: In streaming mode (`stream`), only `content`, `tokens` and `stop` will be returned until end of completion. Responses are sent using the [Server-sent events](https://html.spec.whatwg.org/multipage/server-sent-events.html) standard. Note: the browser's `EventSource` interface cannot be used due to its lack of `POST` request support.

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@ -92,6 +92,7 @@ struct slot_params {
int64_t t_max_predict_ms = -1; // if positive, limit the generation phase to this time limit
std::vector<std::string> antiprompt;
std::vector<std::string> response_fields;
bool timings_per_token = false;
bool post_sampling_probs = false;
bool ignore_eos = false;
@ -209,6 +210,7 @@ struct server_task {
params.n_discard = json_value(data, "n_discard", defaults.n_discard);
//params.t_max_prompt_ms = json_value(data, "t_max_prompt_ms", defaults.t_max_prompt_ms); // TODO: implement
params.t_max_predict_ms = json_value(data, "t_max_predict_ms", defaults.t_max_predict_ms);
params.response_fields = json_value(data, "response_fields", std::vector<std::string>());
params.sampling.top_k = json_value(data, "top_k", defaults.sampling.top_k);
params.sampling.top_p = json_value(data, "top_p", defaults.sampling.top_p);
@ -522,6 +524,7 @@ struct server_task_result_cmpl_final : server_task_result {
bool post_sampling_probs;
std::vector<completion_token_output> probs_output;
std::vector<std::string> response_fields;
slot_params generation_params;
@ -568,7 +571,7 @@ struct server_task_result_cmpl_final : server_task_result {
if (!stream && !probs_output.empty()) {
res["completion_probabilities"] = completion_token_output::probs_vector_to_json(probs_output, post_sampling_probs);
}
return res;
return response_fields.empty() ? res : json_get_nested_values(response_fields, res);
}
json to_json_oaicompat_chat() {
@ -2066,6 +2069,7 @@ struct server_context {
res->tokens = slot.generated_tokens;
res->timings = slot.get_timings();
res->prompt = common_detokenize(ctx, slot.prompt_tokens, true);
res->response_fields = slot.params.response_fields;
res->truncated = slot.truncated;
res->n_decoded = slot.n_decoded;

View File

@ -95,7 +95,7 @@ def test_consistent_result_same_seed(n_slots: int):
res = server.make_request("POST", "/completion", data={
"prompt": "I believe the meaning of life is",
"seed": 42,
"temperature": 1.0,
"temperature": 0.0,
"cache_prompt": False, # TODO: remove this once test_cache_vs_nocache_prompt is fixed
})
if last_res is not None:
@ -120,9 +120,10 @@ def test_different_result_different_seed(n_slots: int):
assert res.body["content"] != last_res.body["content"]
last_res = res
# TODO figure why it don't work with temperature = 1
# @pytest.mark.parametrize("temperature", [0.0, 1.0])
@pytest.mark.parametrize("n_batch", [16, 32])
@pytest.mark.parametrize("temperature", [0.0, 1.0])
@pytest.mark.parametrize("temperature", [0.0])
def test_consistent_result_different_batch_size(n_batch: int, temperature: float):
global server
server.n_batch = n_batch
@ -257,6 +258,40 @@ def test_completion_parallel_slots(n_slots: int, n_requests: int):
# assert match_regex(re_content, res.body["content"])
@pytest.mark.parametrize(
"prompt,n_predict,response_fields",
[
("I believe the meaning of life is", 8, []),
("I believe the meaning of life is", 32, ["content", "generation_settings/n_predict", "prompt"]),
],
)
def test_completion_response_fields(
prompt: str, n_predict: int, response_fields: list[str]
):
global server
server.start()
res = server.make_request(
"POST",
"/completion",
data={
"n_predict": n_predict,
"prompt": prompt,
"response_fields": response_fields,
},
)
assert res.status_code == 200
assert "content" in res.body
assert len(res.body["content"])
if len(response_fields):
assert res.body["generation_settings/n_predict"] == n_predict
assert res.body["prompt"] == "<s> " + prompt
assert isinstance(res.body["content"], str)
assert len(res.body) == len(response_fields)
else:
assert len(res.body)
assert "generation_settings" in res.body
def test_n_probs():
global server
server.start()

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@ -90,6 +90,28 @@ static bool json_is_array_of_mixed_numbers_strings(const json & data) {
return false;
}
// get value by path(key1 / key2)
static json json_get_nested_values(const std::vector<std::string> & paths, const json & js) {
json result = json::object();
for (const std::string & path : paths) {
json current = js;
const auto keys = string_split<std::string>(path, /*separator*/ '/');
bool valid_path = true;
for (const std::string & k : keys) {
if (valid_path && current.is_object() && current.contains(k)) {
current = current[k];
} else {
valid_path = false;
}
}
if (valid_path) {
result[path] = current;
}
}
return result;
}
/**
* this handles 2 cases:
* - only string, example: "string"

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@ -7419,14 +7419,14 @@ static void ggml_compute_forward_mul_mat(
if (src1_cont) {
for (int64_t i13 = 0; i13 < ne13; i13++)
for (int64_t i12 = 0; i12 < ne12; i12++)
if (!llamafile_sgemm(ne01, ne11, ne00/ggml_blck_size(src0->type),
if (!llamafile_sgemm(params,
ne01, ne11, ne00/ggml_blck_size(src0->type),
(const char *)src0->data + i12/r2*nb02 + i13/r3*nb03,
nb01/ggml_type_size(src0->type),
(const char *)src1->data + i12*nb12 + i13*nb13,
nb11/ggml_type_size(src1->type),
(char *)dst->data + i12*nb2 + i13*nb3,
nb1/ggml_type_size(dst->type),
ith, nth,
src0->type,
src1->type,
dst->type))
@ -7471,14 +7471,14 @@ UseGgmlGemm1:;
for (int64_t i13 = 0; i13 < ne13; i13++)
for (int64_t i12 = 0; i12 < ne12; i12++)
if (!llamafile_sgemm(ne01, ne11, ne00/ggml_blck_size(src0->type),
if (!llamafile_sgemm(params,
ne01, ne11, ne00/ggml_blck_size(src0->type),
(const char *)src0->data + i12/r2*nb02 + i13/r3*nb03,
nb01/ggml_type_size(src0->type),
(const char *)wdata + (i12*ne11 + i13*ne12*ne11)*row_size,
row_size/ggml_type_size(vec_dot_type),
(char *)dst->data + i12*nb2 + i13*nb3,
nb1/ggml_type_size(dst->type),
ith, nth,
src0->type,
vec_dot_type,
dst->type))

File diff suppressed because it is too large Load Diff

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@ -5,8 +5,8 @@
extern "C" {
#endif
bool llamafile_sgemm(int64_t, int64_t, int64_t, const void *, int64_t,
const void *, int64_t, void *, int64_t, int, int,
bool llamafile_sgemm(const struct ggml_compute_params * params, int64_t, int64_t, int64_t,
const void *, int64_t, const void *, int64_t, void *, int64_t,
int, int, int);
#ifdef __cplusplus

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@ -126,6 +126,8 @@ connection = sqlite3.connect(input_file)
cursor = connection.cursor()
builds = cursor.execute("SELECT DISTINCT build_commit FROM test;").fetchall()
commit_short_len = len(builds[0][0])
try:
repo = git.Repo(".", search_parent_directories=True)
except git.InvalidGitRepositoryError:
@ -138,11 +140,11 @@ def find_parent_in_data(commit: git.Commit):
seen_hexsha8 = set()
while heap:
depth, current_commit = heapq.heappop(heap)
current_hexsha8 = commit.hexsha[:8]
current_hexsha8 = commit.hexsha[:commit_short_len]
if (current_hexsha8,) in builds:
return current_hexsha8
for parent in commit.parents:
parent_hexsha8 = parent.hexsha[:8]
parent_hexsha8 = parent.hexsha[:commit_short_len]
if parent_hexsha8 not in seen_hexsha8:
seen_hexsha8.add(parent_hexsha8)
heapq.heappush(heap, (depth + 1, parent))
@ -156,9 +158,9 @@ def get_all_parent_hexsha8s(commit: git.Commit):
while unvisited:
current_commit = unvisited.pop(0)
visited.append(current_commit.hexsha[:8])
visited.append(current_commit.hexsha[:commit_short_len])
for parent in current_commit.parents:
if parent.hexsha[:8] not in visited:
if parent.hexsha[:commit_short_len] not in visited:
unvisited.append(parent)
return visited
@ -169,10 +171,10 @@ def get_commit_name(hexsha8):
if repo is None:
return hexsha8
for h in repo.heads:
if h.commit.hexsha[:8] == hexsha8:
if h.commit.hexsha[:commit_short_len] == hexsha8:
return h.name
for t in repo.tags:
if t.commit.hexsha[:8] == hexsha8:
if t.commit.hexsha[:commit_short_len] == hexsha8:
return t.name
return hexsha8
@ -183,13 +185,13 @@ def get_commit_hexsha8(name):
return None
for h in repo.heads:
if h.name == name:
return h.commit.hexsha[:8]
return h.commit.hexsha[:commit_short_len]
for t in repo.tags:
if t.name == name:
return t.commit.hexsha[:8]
return t.commit.hexsha[:commit_short_len]
for c in repo.iter_commits("--all"):
if c.hexsha[:8] == name[:8]:
return c.hexsha[:8]
if c.hexsha[:commit_short_len] == name[:commit_short_len]:
return c.hexsha[:commit_short_len]
return None

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@ -26,7 +26,7 @@ function has_cmd {
}
if has_cmd wget; then
cmd="wget -q --show-progress -c -O %s/%s %s"
cmd="wget -q -c -O %s/%s %s"
elif has_cmd curl; then
cmd="curl -C - -f --output-dir %s -o %s -L %s"
else