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https://git-lfs.github.com/spec/v1 +oid sha256:51652ef327bf266a3808c96bb7ed28087e097300962a18776b00e82abfe57c56 +size 353 diff --git a/.zeno_cache/slices.pickle b/.zeno_cache/slices.pickle new file mode 100644 index 0000000000000000000000000000000000000000..ed95f7e5e03c29e5f32443d3350b44c7927a0f28 --- /dev/null +++ b/.zeno_cache/slices.pickle @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:80f7becfc692f1cb3805bb29f5f8a24f9fead5399f045c7cc265dea7cd48eaa2 +size 846 diff --git a/.zeno_cache/view.mjs b/.zeno_cache/view.mjs new file mode 100644 index 0000000000000000000000000000000000000000..c9607b481534903a33655ad2e3f5393bbd625354 --- /dev/null +++ b/.zeno_cache/view.mjs @@ -0,0 +1,776 @@ +function noop() { } +function run(fn) { + return fn(); +} +function blank_object() { + return Object.create(null); +} +function run_all(fns) { + fns.forEach(run); +} +function is_function(thing) { + return typeof thing === 'function'; +} +function safe_not_equal(a, b) { + return a != a ? b == b : a !== b || ((a && typeof a === 'object') || typeof a === 'function'); +} +let src_url_equal_anchor; +function src_url_equal(element_src, url) { + if (!src_url_equal_anchor) { + src_url_equal_anchor = document.createElement('a'); + } + src_url_equal_anchor.href = url; + return element_src === src_url_equal_anchor.href; +} +function is_empty(obj) { + return Object.keys(obj).length === 0; +} + +// Track which nodes are claimed during hydration. Unclaimed nodes can then be removed from the DOM +// at the end of hydration without touching the remaining nodes. +let is_hydrating = false; +function start_hydrating() { + is_hydrating = true; +} +function end_hydrating() { + is_hydrating = false; +} +function upper_bound(low, high, key, value) { + // Return first index of value larger than input value in the range [low, high) + while (low < high) { + const mid = low + ((high - low) >> 1); + if (key(mid) <= value) { + low = mid + 1; + } + else { + high = mid; + } + } + return low; +} +function init_hydrate(target) { + if (target.hydrate_init) + return; + target.hydrate_init = true; + // We know that all children have claim_order values since the unclaimed have been detached if target is not + let children = target.childNodes; + // If target is , there may be children without claim_order + if (target.nodeName === 'HEAD') { + const myChildren = []; + for (let i = 0; i < children.length; i++) { + const node = children[i]; + if (node.claim_order !== undefined) { + myChildren.push(node); + } + } + children = myChildren; + } + /* + * Reorder claimed children optimally. + * We can reorder claimed children optimally by finding the longest subsequence of + * nodes that are already claimed in order and only moving the rest. The longest + * subsequence subsequence of nodes that are claimed in order can be found by + * computing the longest increasing subsequence of .claim_order values. + * + * This algorithm is optimal in generating the least amount of reorder operations + * possible. + * + * Proof: + * We know that, given a set of reordering operations, the nodes that do not move + * always form an increasing subsequence, since they do not move among each other + * meaning that they must be already ordered among each other. Thus, the maximal + * set of nodes that do not move form a longest increasing subsequence. + */ + // Compute longest increasing subsequence + // m: subsequence length j => index k of smallest value that ends an increasing subsequence of length j + const m = new Int32Array(children.length + 1); + // Predecessor indices + 1 + const p = new Int32Array(children.length); + m[0] = -1; + let longest = 0; + for (let i = 0; i < children.length; i++) { + const current = children[i].claim_order; + // Find the largest subsequence length such that it ends in a value less than our current value + // upper_bound returns first greater value, so we subtract one + // with fast path for when we are on the current longest subsequence + const seqLen = ((longest > 0 && children[m[longest]].claim_order <= current) ? longest + 1 : upper_bound(1, longest, idx => children[m[idx]].claim_order, current)) - 1; + p[i] = m[seqLen] + 1; + const newLen = seqLen + 1; + // We can guarantee that current is the smallest value. Otherwise, we would have generated a longer sequence. + m[newLen] = i; + longest = Math.max(newLen, longest); + } + // The longest increasing subsequence of nodes (initially reversed) + const lis = []; + // The rest of the nodes, nodes that will be moved + const toMove = []; + let last = children.length - 1; + for (let cur = m[longest] + 1; cur != 0; cur = p[cur - 1]) { + lis.push(children[cur - 1]); + for (; last >= cur; last--) { + toMove.push(children[last]); + } + last--; + } + for (; last >= 0; last--) { + toMove.push(children[last]); + } + lis.reverse(); + // We sort the nodes being moved to guarantee that their insertion order matches the claim order + toMove.sort((a, b) => a.claim_order - b.claim_order); + // Finally, we move the nodes + for (let i = 0, j = 0; i < toMove.length; i++) { + while (j < lis.length && toMove[i].claim_order >= lis[j].claim_order) { + j++; + } + const anchor = j < lis.length ? lis[j] : null; + target.insertBefore(toMove[i], anchor); + } +} +function append(target, node) { + target.appendChild(node); +} +function append_styles(target, style_sheet_id, styles) { + const append_styles_to = get_root_for_style(target); + if (!append_styles_to.getElementById(style_sheet_id)) { + const style = element('style'); + style.id = style_sheet_id; + style.textContent = styles; + append_stylesheet(append_styles_to, style); + } +} +function get_root_for_style(node) { + if (!node) + return document; + const root = node.getRootNode ? node.getRootNode() : node.ownerDocument; + if (root && root.host) { + return root; + } + return node.ownerDocument; +} +function append_stylesheet(node, style) { + append(node.head || node, style); +} +function append_hydration(target, node) { + if (is_hydrating) { + init_hydrate(target); + if ((target.actual_end_child === undefined) || ((target.actual_end_child !== null) && (target.actual_end_child.parentElement !== target))) { + target.actual_end_child = target.firstChild; + } + // Skip nodes of undefined ordering + while ((target.actual_end_child !== null) && (target.actual_end_child.claim_order === undefined)) { + target.actual_end_child = target.actual_end_child.nextSibling; + } + if (node !== target.actual_end_child) { + // We only insert if the ordering of this node should be modified or the parent node is not target + if (node.claim_order !== undefined || node.parentNode !== target) { + target.insertBefore(node, target.actual_end_child); + } + } + else { + target.actual_end_child = node.nextSibling; + } + } + else if (node.parentNode !== target || node.nextSibling !== null) { + target.appendChild(node); + } +} +function insert_hydration(target, node, anchor) { + if (is_hydrating && !anchor) { + append_hydration(target, node); + } + else if (node.parentNode !== target || node.nextSibling != anchor) { + target.insertBefore(node, anchor || null); + } +} +function detach(node) { + node.parentNode.removeChild(node); +} +function element(name) { + return document.createElement(name); +} +function text(data) { + return document.createTextNode(data); +} +function space() { + return text(' '); +} +function attr(node, attribute, value) { + if (value == null) + node.removeAttribute(attribute); + else if (node.getAttribute(attribute) !== value) + node.setAttribute(attribute, value); +} +function children(element) { + return Array.from(element.childNodes); +} +function init_claim_info(nodes) { + if (nodes.claim_info === undefined) { + nodes.claim_info = { last_index: 0, total_claimed: 0 }; + } +} +function claim_node(nodes, predicate, processNode, createNode, dontUpdateLastIndex = false) { + // Try to find nodes in an order such that we lengthen the longest increasing subsequence + init_claim_info(nodes); + const resultNode = (() => { + // We first try to find an element after the previous one + for (let i = nodes.claim_info.last_index; i < nodes.length; i++) { + const node = nodes[i]; + if (predicate(node)) { + const replacement = processNode(node); + if (replacement === undefined) { + nodes.splice(i, 1); + } + else { + nodes[i] = replacement; + } + if (!dontUpdateLastIndex) { + nodes.claim_info.last_index = i; + } + return node; + } + } + // Otherwise, we try to find one before + // We iterate in reverse so that we don't go too far back + for (let i = nodes.claim_info.last_index - 1; i >= 0; i--) { + const node = nodes[i]; + if (predicate(node)) { + const replacement = processNode(node); + if (replacement === undefined) { + nodes.splice(i, 1); + } + else { + nodes[i] = replacement; + } + if (!dontUpdateLastIndex) { + nodes.claim_info.last_index = i; + } + else if (replacement === undefined) { + // Since we spliced before the last_index, we decrease it + nodes.claim_info.last_index--; + } + return node; + } + } + // If we can't find any matching node, we create a new one + return createNode(); + })(); + resultNode.claim_order = nodes.claim_info.total_claimed; + nodes.claim_info.total_claimed += 1; + return resultNode; +} +function claim_element_base(nodes, name, attributes, create_element) { + return claim_node(nodes, (node) => node.nodeName === name, (node) => { + const remove = []; + for (let j = 0; j < node.attributes.length; j++) { + const attribute = node.attributes[j]; + if (!attributes[attribute.name]) { + remove.push(attribute.name); + } + } + remove.forEach(v => node.removeAttribute(v)); + return undefined; + }, () => create_element(name)); +} +function claim_element(nodes, name, attributes) { + return claim_element_base(nodes, name, attributes, element); +} +function claim_text(nodes, data) { + return claim_node(nodes, (node) => node.nodeType === 3, (node) => { + const dataStr = '' + data; + if (node.data.startsWith(dataStr)) { + if (node.data.length !== dataStr.length) { + return node.splitText(dataStr.length); + } + } + else { + node.data = dataStr; + } + }, () => text(data), true // Text nodes should not update last index since it is likely not worth it to eliminate an increasing subsequence of actual elements + ); +} +function claim_space(nodes) { + return claim_text(nodes, ' '); +} +function set_data(text, data) { + data = '' + data; + if (text.wholeText !== data) + text.data = data; +} +function set_style(node, key, value, important) { + if (value === null) { + node.style.removeProperty(key); + } + else { + node.style.setProperty(key, value, important ? 'important' : ''); + } +} + +let current_component; +function set_current_component(component) { + current_component = component; +} + +const dirty_components = []; +const binding_callbacks = []; +const render_callbacks = []; +const flush_callbacks = []; +const resolved_promise = Promise.resolve(); +let update_scheduled = false; +function schedule_update() { + if (!update_scheduled) { + update_scheduled = true; + resolved_promise.then(flush); + } +} +function add_render_callback(fn) { + render_callbacks.push(fn); +} +// flush() calls callbacks in this order: +// 1. All beforeUpdate callbacks, in order: parents before children +// 2. All bind:this callbacks, in reverse order: children before parents. +// 3. All afterUpdate callbacks, in order: parents before children. EXCEPT +// for afterUpdates called during the initial onMount, which are called in +// reverse order: children before parents. +// Since callbacks might update component values, which could trigger another +// call to flush(), the following steps guard against this: +// 1. During beforeUpdate, any updated components will be added to the +// dirty_components array and will cause a reentrant call to flush(). Because +// the flush index is kept outside the function, the reentrant call will pick +// up where the earlier call left off and go through all dirty components. The +// current_component value is saved and restored so that the reentrant call will +// not interfere with the "parent" flush() call. +// 2. bind:this callbacks cannot trigger new flush() calls. +// 3. During afterUpdate, any updated components will NOT have their afterUpdate +// callback called a second time; the seen_callbacks set, outside the flush() +// function, guarantees this behavior. +const seen_callbacks = new Set(); +let flushidx = 0; // Do *not* move this inside the flush() function +function flush() { + const saved_component = current_component; + do { + // first, call beforeUpdate functions + // and update components + while (flushidx < dirty_components.length) { + const component = dirty_components[flushidx]; + flushidx++; + set_current_component(component); + update(component.$$); + } + set_current_component(null); + dirty_components.length = 0; + flushidx = 0; + while (binding_callbacks.length) + binding_callbacks.pop()(); + // then, once components are updated, call + // afterUpdate functions. This may cause + // subsequent updates... + for (let i = 0; i < render_callbacks.length; i += 1) { + const callback = render_callbacks[i]; + if (!seen_callbacks.has(callback)) { + // ...so guard against infinite loops + seen_callbacks.add(callback); + callback(); + } + } + render_callbacks.length = 0; + } while (dirty_components.length); + while (flush_callbacks.length) { + flush_callbacks.pop()(); + } + update_scheduled = false; + seen_callbacks.clear(); + set_current_component(saved_component); +} +function update($$) { + if ($$.fragment !== null) { + $$.update(); + run_all($$.before_update); + const dirty = $$.dirty; + $$.dirty = [-1]; + $$.fragment && $$.fragment.p($$.ctx, dirty); + $$.after_update.forEach(add_render_callback); + } +} +const outroing = new Set(); +function transition_in(block, local) { + if (block && block.i) { + outroing.delete(block); + block.i(local); + } +} +function mount_component(component, target, anchor, customElement) { + const { fragment, on_mount, on_destroy, after_update } = component.$$; + fragment && fragment.m(target, anchor); + if (!customElement) { + // onMount happens before the initial afterUpdate + add_render_callback(() => { + const new_on_destroy = on_mount.map(run).filter(is_function); + if (on_destroy) { + on_destroy.push(...new_on_destroy); + } + else { + // Edge case - component was destroyed immediately, + // most likely as a result of a binding initialising + run_all(new_on_destroy); + } + component.$$.on_mount = []; + }); + } + after_update.forEach(add_render_callback); +} +function destroy_component(component, detaching) { + const $$ = component.$$; + if ($$.fragment !== null) { + run_all($$.on_destroy); + $$.fragment && $$.fragment.d(detaching); + // TODO null out other refs, including component.$$ (but need to + // preserve final state?) + $$.on_destroy = $$.fragment = null; + $$.ctx = []; + } +} +function make_dirty(component, i) { + if (component.$$.dirty[0] === -1) { + dirty_components.push(component); + schedule_update(); + component.$$.dirty.fill(0); + } + component.$$.dirty[(i / 31) | 0] |= (1 << (i % 31)); +} +function init(component, options, instance, create_fragment, not_equal, props, append_styles, dirty = [-1]) { + const parent_component = current_component; + set_current_component(component); + const $$ = component.$$ = { + fragment: null, + ctx: null, + // state + props, + update: noop, + not_equal, + bound: blank_object(), + // lifecycle + on_mount: [], + on_destroy: [], + on_disconnect: [], + before_update: [], + after_update: [], + context: new Map(options.context || (parent_component ? parent_component.$$.context : [])), + // everything else + callbacks: blank_object(), + dirty, + skip_bound: false, + root: options.target || parent_component.$$.root + }; + append_styles && append_styles($$.root); + let ready = false; + $$.ctx = instance + ? instance(component, options.props || {}, (i, ret, ...rest) => { + const value = rest.length ? rest[0] : ret; + if ($$.ctx && not_equal($$.ctx[i], $$.ctx[i] = value)) { + if (!$$.skip_bound && $$.bound[i]) + $$.bound[i](value); + if (ready) + make_dirty(component, i); + } + return ret; + }) + : []; + $$.update(); + ready = true; + run_all($$.before_update); + // `false` as a special case of no DOM component + $$.fragment = create_fragment ? create_fragment($$.ctx) : false; + if (options.target) { + if (options.hydrate) { + start_hydrating(); + const nodes = children(options.target); + // eslint-disable-next-line @typescript-eslint/no-non-null-assertion + $$.fragment && $$.fragment.l(nodes); + nodes.forEach(detach); + } + else { + // eslint-disable-next-line @typescript-eslint/no-non-null-assertion + $$.fragment && $$.fragment.c(); + } + if (options.intro) + transition_in(component.$$.fragment); + mount_component(component, options.target, options.anchor, options.customElement); + end_hydrating(); + flush(); + } + set_current_component(parent_component); +} +/** + * Base class for Svelte components. Used when dev=false. + */ +class SvelteComponent { + $destroy() { + destroy_component(this, 1); + this.$destroy = noop; + } + $on(type, callback) { + const callbacks = (this.$$.callbacks[type] || (this.$$.callbacks[type] = [])); + callbacks.push(callback); + return () => { + const index = callbacks.indexOf(callback); + if (index !== -1) + callbacks.splice(index, 1); + }; + } + $set($$props) { + if (this.$$set && !is_empty($$props)) { + this.$$.skip_bound = true; + this.$$set($$props); + this.$$.skip_bound = false; + } + } +} + +/* src/InstanceView.svelte generated by Svelte v3.49.0 */ + +function add_css(target) { + append_styles(target, "svelte-8lajst", ".label.svelte-8lajst{margin-right:5px;font-size:10px;color:rgba(0, 0, 0, 0.5);font-variant:small-caps}.text.svelte-8lajst{display:flex;flex-direction:row}.value.svelte-8lajst{font-size:10px}.box.svelte-8lajst{width:min-content;padding:5px;border:0.5px solid rgb(224, 224, 224)}"); +} + +// (21:2) {#if modelColumn && entry[modelColumn]} +function create_if_block(ctx) { + let div; + let span0; + let t0; + let t1; + let span1; + let t2_value = /*entry*/ ctx[0][/*modelColumn*/ ctx[1]] + ""; + let t2; + + return { + c() { + div = element("div"); + span0 = element("span"); + t0 = text("output:"); + t1 = space(); + span1 = element("span"); + t2 = text(t2_value); + this.h(); + }, + l(nodes) { + div = claim_element(nodes, "DIV", { class: true }); + var div_nodes = children(div); + span0 = claim_element(div_nodes, "SPAN", { class: true }); + var span0_nodes = children(span0); + t0 = claim_text(span0_nodes, "output:"); + span0_nodes.forEach(detach); + t1 = claim_space(div_nodes); + span1 = claim_element(div_nodes, "SPAN", { class: true }); + var span1_nodes = children(span1); + t2 = claim_text(span1_nodes, t2_value); + span1_nodes.forEach(detach); + div_nodes.forEach(detach); + this.h(); + }, + h() { + attr(span0, "class", "label svelte-8lajst"); + attr(span1, "class", "value svelte-8lajst"); + attr(div, "class", "text svelte-8lajst"); + }, + m(target, anchor) { + insert_hydration(target, div, anchor); + append_hydration(div, span0); + append_hydration(span0, t0); + append_hydration(div, t1); + append_hydration(div, span1); + append_hydration(span1, t2); + }, + p(ctx, dirty) { + if (dirty & /*entry, modelColumn*/ 3 && t2_value !== (t2_value = /*entry*/ ctx[0][/*modelColumn*/ ctx[1]] + "")) set_data(t2, t2_value); + }, + d(detaching) { + if (detaching) detach(div); + } + }; +} + +function create_fragment(ctx) { + let div1; + let img; + let img_src_value; + let img_alt_value; + let t0; + let br; + let t1; + let div0; + let span0; + let t2; + let t3; + let span1; + let t4_value = /*entry*/ ctx[0][/*labelColumn*/ ctx[2]] + ""; + let t4; + let t5; + let if_block = /*modelColumn*/ ctx[1] && /*entry*/ ctx[0][/*modelColumn*/ ctx[1]] && create_if_block(ctx); + + return { + c() { + div1 = element("div"); + img = element("img"); + t0 = space(); + br = element("br"); + t1 = space(); + div0 = element("div"); + span0 = element("span"); + t2 = text("label:"); + t3 = space(); + span1 = element("span"); + t4 = text(t4_value); + t5 = space(); + if (if_block) if_block.c(); + this.h(); + }, + l(nodes) { + div1 = claim_element(nodes, "DIV", { class: true }); + var div1_nodes = children(div1); + img = claim_element(div1_nodes, "IMG", { src: true, alt: true }); + t0 = claim_space(div1_nodes); + br = claim_element(div1_nodes, "BR", {}); + t1 = claim_space(div1_nodes); + div0 = claim_element(div1_nodes, "DIV", { class: true }); + var div0_nodes = children(div0); + span0 = claim_element(div0_nodes, "SPAN", { class: true }); + var span0_nodes = children(span0); + t2 = claim_text(span0_nodes, "label:"); + span0_nodes.forEach(detach); + t3 = claim_space(div0_nodes); + span1 = claim_element(div0_nodes, "SPAN", { class: true }); + var span1_nodes = children(span1); + t4 = claim_text(span1_nodes, t4_value); + span1_nodes.forEach(detach); + div0_nodes.forEach(detach); + t5 = claim_space(div1_nodes); + if (if_block) if_block.l(div1_nodes); + div1_nodes.forEach(detach); + this.h(); + }, + h() { + if (!src_url_equal(img.src, img_src_value = /*entry*/ ctx[0][/*dataColumn*/ ctx[3]])) attr(img, "src", img_src_value); + attr(img, "alt", img_alt_value = "Image thumbnail for instance " + /*entry*/ ctx[0][/*idColumn*/ ctx[4]]); + set_style(img, "max-width", `200px`, false); + attr(span0, "class", "label svelte-8lajst"); + attr(span1, "class", "value svelte-8lajst"); + attr(div0, "class", "text svelte-8lajst"); + attr(div1, "class", "box svelte-8lajst"); + set_style(div1, "background-color", `white`, false); + }, + m(target, anchor) { + insert_hydration(target, div1, anchor); + append_hydration(div1, img); + append_hydration(div1, t0); + append_hydration(div1, br); + append_hydration(div1, t1); + append_hydration(div1, div0); + append_hydration(div0, span0); + append_hydration(span0, t2); + append_hydration(div0, t3); + append_hydration(div0, span1); + append_hydration(span1, t4); + append_hydration(div1, t5); + if (if_block) if_block.m(div1, null); + }, + p(ctx, [dirty]) { + if (dirty & /*entry, dataColumn*/ 9 && !src_url_equal(img.src, img_src_value = /*entry*/ ctx[0][/*dataColumn*/ ctx[3]])) { + attr(img, "src", img_src_value); + } + + if (dirty & /*entry, idColumn*/ 17 && img_alt_value !== (img_alt_value = "Image thumbnail for instance " + /*entry*/ ctx[0][/*idColumn*/ ctx[4]])) { + attr(img, "alt", img_alt_value); + } + + if (dirty & /*entry, labelColumn*/ 5 && t4_value !== (t4_value = /*entry*/ ctx[0][/*labelColumn*/ ctx[2]] + "")) set_data(t4, t4_value); + + if (/*modelColumn*/ ctx[1] && /*entry*/ ctx[0][/*modelColumn*/ ctx[1]]) { + if (if_block) { + if_block.p(ctx, dirty); + } else { + if_block = create_if_block(ctx); + if_block.c(); + if_block.m(div1, null); + } + } else if (if_block) { + if_block.d(1); + if_block = null; + } + }, + i: noop, + o: noop, + d(detaching) { + if (detaching) detach(div1); + if (if_block) if_block.d(); + } + }; +} + +function instance($$self, $$props, $$invalidate) { + let { entry } = $$props; + let { options } = $$props; + let { modelColumn } = $$props; + let { labelColumn } = $$props; + let { dataColumn } = $$props; + let { idColumn } = $$props; + + $$self.$$set = $$props => { + if ('entry' in $$props) $$invalidate(0, entry = $$props.entry); + if ('options' in $$props) $$invalidate(5, options = $$props.options); + if ('modelColumn' in $$props) $$invalidate(1, modelColumn = $$props.modelColumn); + if ('labelColumn' in $$props) $$invalidate(2, labelColumn = $$props.labelColumn); + if ('dataColumn' in $$props) $$invalidate(3, dataColumn = $$props.dataColumn); + if ('idColumn' in $$props) $$invalidate(4, idColumn = $$props.idColumn); + }; + + return [entry, modelColumn, labelColumn, dataColumn, idColumn, options]; +} + +class InstanceView extends SvelteComponent { + constructor(options) { + super(); + + init( + this, + options, + instance, + create_fragment, + safe_not_equal, + { + entry: 0, + options: 5, + modelColumn: 1, + labelColumn: 2, + dataColumn: 3, + idColumn: 4 + }, + add_css + ); + } +} + +function getInstance( + div, + options, + entry, + modelColumn, + labelColumn, + dataColumn, + idColumn +) { + new InstanceView({ + target: div, + props: { + entry: entry, + options: options, + modelColumn: modelColumn, + labelColumn: labelColumn, + dataColumn: dataColumn, + idColumn: idColumn, + }, + hydrate: true, + }); +} + +export { getInstance }; diff --git a/Dockerfile b/Dockerfile new file mode 100644 index 0000000000000000000000000000000000000000..b5a55ae3b5928ddc6dca732a5adb4b758c5e1512 --- /dev/null +++ b/Dockerfile @@ -0,0 +1,22 @@ +# read the doc: https://huggingface.co/docs/hub/spaces-sdks-docker +# you will also find guides on how best to write your Dockerfile + +FROM python:3.8 + +RUN useradd -m -u 1000 user +USER user +# Set home to the user's home directory +ENV HOME=/home/user \ + PATH=/home/user/.local/bin:$PATH +WORKDIR $HOME/app +# Copy the current directory contents into the container at $HOME/app setting the owner to the user +COPY --chown=user . $HOME/app +ADD --chown=user ./.zeno_cache $HOME/app/.zeno_cache +RUN chown user:user -R $HOME/app + +COPY ./requirements.txt /code/requirements.txt + +RUN pip install --no-cache-dir --upgrade -r /code/requirements.txt + + +CMD ["zeno", "config.toml"] \ No newline at end of file diff --git a/README.md b/README.md index 947e02ecfb81d8c9816b21e167c8401ded4cc6bb..002470454003f5af3165dfea4f5eaf3ffd6aa97c 100644 --- a/README.md +++ b/README.md @@ -6,6 +6,7 @@ colorTo: blue sdk: docker pinned: false license: mit +fullWidth: true --- Check out the configuration reference at https://huggingface.co/docs/hub/spaces-config-reference diff --git a/__pycache__/brightness.cpython-38.pyc b/__pycache__/brightness.cpython-38.pyc new file mode 100644 index 0000000000000000000000000000000000000000..ab9293582bdddfbd005fd6e21a55d7706d6e78d7 Binary files /dev/null and b/__pycache__/brightness.cpython-38.pyc differ diff --git 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/dev/null and b/__pycache__/metrics.cpython-38.pyc differ diff --git a/brightness.py b/brightness.py new file mode 100644 index 0000000000000000000000000000000000000000..b1471817cda0375f434d836655965f9985c62cc2 --- /dev/null +++ b/brightness.py @@ -0,0 +1,44 @@ +import os + +from PIL import Image +from zeno import distill + + +def get_brightness(im): + im_grey = im.convert("LA") + width, height = im.size + + total = 0 + for i in range(0, width): + for j in range(0, height): + total += im_grey.getpixel((i, j))[0] + + return total / (width * height) + + +def get_border_brightness(im): + im_grey = im.convert("LA") + width, height = im.size + + total = 0 + for i in range(0, width): + for j in range(0, 5): + total += im_grey.getpixel((i, j))[0] + + for i in range(0, width): + for j in range(height - 5, height): + total += im_grey.getpixel((i, j))[0] + + return total / (width * 10) + + +@distill +def brightness(df, ops): + imgs = [Image.open(os.path.join(ops.data_path, img)) for img in df[ops.data_column]] + return [get_brightness(im) for im in imgs] + + +@distill +def border_brightness(df, ops): + imgs = [Image.open(os.path.join(ops.data_path, img)) for img in df[ops.data_column]] + return [get_border_brightness(im) for im in imgs] diff --git a/color.py b/color.py new file mode 100644 index 0000000000000000000000000000000000000000..bbc1a9dedd35bd0537c6c346a23bce6ced419f32 --- /dev/null +++ b/color.py @@ -0,0 +1,51 @@ +import colorsys +import os + +import numpy as np +from PIL import Image +from zeno import distill +from zeno.api import ZenoOptions + + +def red_pixels(im): + arr = np.array(im) + count_red = 0 + for x in range(arr.shape[0]): + for y in range(arr.shape[1]): + if arr[x, y, 0] > 180 and arr[x, y, 1] < 70 and arr[x, y, 2] < 70: + count_red += 1 + return count_red + + +def blue_border_pixels(im): + arr = np.array(im) + count_blue = 0 + for x in range(arr.shape[0]): + for y in range(10): + hsv = colorsys.rgb_to_hsv(arr[x, y, 0], arr[x, y, 1], arr[x, y, 2]) + if hsv[0] > 0.51 and hsv[0] < 0.72: + count_blue += 1 + for x in range(arr.shape[0]): + for y in range(arr.shape[1] - 10, arr.shape[1]): + hsv = colorsys.rgb_to_hsv(arr[x, y, 0], arr[x, y, 1], arr[x, y, 2]) + if hsv[0] > 0.51 and hsv[0] < 0.72: + count_blue += 1 + return count_blue + + +@distill +def red_count(df, ops: ZenoOptions): + imgs = [ + Image.open(os.path.join(ops.data_path, img)).convert("RGB") + for img in df[ops.data_column] + ] + return [red_pixels(im) for im in imgs] + + +@distill +def blue_border_count(df, ops): + imgs = [ + Image.open(os.path.join(ops.data_path, img)).convert("RGB") + for img in df[ops.data_column] + ] + return [blue_border_pixels(im) for im in imgs] diff --git a/config.toml b/config.toml new file mode 100644 index 0000000000000000000000000000000000000000..f53c7283c6ae29efb79a05dcb124d29db37dc0fb --- /dev/null +++ b/config.toml @@ -0,0 +1,11 @@ +functions = "./" +view = "image-classification" +metadata = "./imagenette_formatted.csv" +models = 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+val/n02979186/n02979186_9232.JPEG,cassette player,valid +val/n02979186/n02979186_14471.JPEG,cassette player,valid +val/n02979186/n02979186_4361.JPEG,cassette player,valid +val/n02979186/ILSVRC2012_val_00042982.JPEG,cassette player,valid +val/n02979186/n02979186_20880.JPEG,cassette player,valid +val/n02979186/n02979186_491.JPEG,cassette player,valid +val/n02979186/n02979186_18581.JPEG,cassette player,valid +val/n02979186/n02979186_960.JPEG,cassette player,valid +val/n02979186/n02979186_4001.JPEG,cassette player,valid +val/n02979186/n02979186_19690.JPEG,cassette player,valid +val/n02979186/n02979186_21640.JPEG,cassette player,valid +val/n02979186/n02979186_13250.JPEG,cassette player,valid +val/n02979186/n02979186_4090.JPEG,cassette player,valid +val/n02979186/n02979186_9041.JPEG,cassette player,valid +val/n02979186/n02979186_12101.JPEG,cassette player,valid +val/n02979186/n02979186_10230.JPEG,cassette player,valid +val/n02979186/n02979186_2642.JPEG,cassette player,valid +val/n02979186/n02979186_1630.JPEG,cassette player,valid +val/n02979186/n02979186_5460.JPEG,cassette player,valid +val/n02979186/n02979186_3182.JPEG,cassette player,valid +val/n02979186/ILSVRC2012_val_00042482.JPEG,cassette player,valid +val/n02979186/n02979186_16952.JPEG,cassette player,valid +val/n02979186/n02979186_10271.JPEG,cassette player,valid +val/n02979186/n02979186_10232.JPEG,cassette player,valid +val/n02979186/n02979186_17312.JPEG,cassette player,valid +val/n02979186/ILSVRC2012_val_00045110.JPEG,cassette player,valid +val/n02979186/n02979186_18940.JPEG,cassette player,valid +val/n02979186/n02979186_10751.JPEG,cassette player,valid +val/n02979186/n02979186_162.JPEG,cassette player,valid +val/n02979186/n02979186_24941.JPEG,cassette player,valid +val/n02979186/ILSVRC2012_val_00043121.JPEG,cassette player,valid +val/n02979186/n02979186_10111.JPEG,cassette player,valid +val/n02979186/n02979186_7060.JPEG,cassette player,valid +val/n02979186/n02979186_19542.JPEG,cassette player,valid +val/n02979186/n02979186_20620.JPEG,cassette player,valid +val/n02979186/n02979186_13280.JPEG,cassette player,valid +val/n02979186/n02979186_20362.JPEG,cassette player,valid +val/n02979186/n02979186_15862.JPEG,cassette player,valid +val/n02979186/n02979186_22111.JPEG,cassette player,valid +val/n02979186/n02979186_23911.JPEG,cassette player,valid +val/n02979186/n02979186_26590.JPEG,cassette player,valid +val/n02979186/n02979186_6882.JPEG,cassette player,valid +val/n02979186/n02979186_10670.JPEG,cassette player,valid +val/n02979186/n02979186_12590.JPEG,cassette player,valid +val/n02979186/n02979186_11881.JPEG,cassette player,valid +val/n02979186/n02979186_4830.JPEG,cassette player,valid +val/n02979186/n02979186_931.JPEG,cassette player,valid +val/n02979186/n02979186_6992.JPEG,cassette player,valid +val/n02979186/n02979186_6470.JPEG,cassette player,valid +val/n02979186/n02979186_9431.JPEG,cassette player,valid +val/n02979186/n02979186_351.JPEG,cassette player,valid +val/n02979186/n02979186_27110.JPEG,cassette player,valid +val/n02979186/n02979186_10691.JPEG,cassette player,valid +val/n02979186/n02979186_6122.JPEG,cassette player,valid +val/n02979186/n02979186_872.JPEG,cassette player,valid +val/n02979186/n02979186_22681.JPEG,cassette player,valid +val/n02979186/n02979186_22761.JPEG,cassette player,valid +val/n02979186/n02979186_7440.JPEG,cassette player,valid +val/n02979186/n02979186_11052.JPEG,cassette player,valid +val/n02979186/n02979186_1810.JPEG,cassette player,valid +val/n02979186/n02979186_15401.JPEG,cassette player,valid +val/n02979186/n02979186_731.JPEG,cassette player,valid +val/n02979186/n02979186_7672.JPEG,cassette player,valid +val/n02979186/n02979186_1542.JPEG,cassette player,valid +val/n02979186/n02979186_10402.JPEG,cassette player,valid +val/n02979186/n02979186_4720.JPEG,cassette player,valid +val/n02979186/n02979186_562.JPEG,cassette player,valid +val/n02979186/n02979186_1891.JPEG,cassette player,valid +val/n02979186/n02979186_23440.JPEG,cassette player,valid +val/n02979186/n02979186_7150.JPEG,cassette player,valid +val/n02979186/n02979186_3372.JPEG,cassette player,valid +val/n02979186/n02979186_10200.JPEG,cassette player,valid +val/n02979186/n02979186_11122.JPEG,cassette player,valid +val/n02979186/n02979186_2552.JPEG,cassette player,valid +val/n02979186/n02979186_2511.JPEG,cassette player,valid +val/n02979186/n02979186_4691.JPEG,cassette player,valid +val/n02979186/n02979186_13442.JPEG,cassette player,valid +val/n02979186/n02979186_2702.JPEG,cassette player,valid +val/n02979186/n02979186_930.JPEG,cassette player,valid +val/n02979186/n02979186_9470.JPEG,cassette player,valid +val/n02979186/n02979186_9011.JPEG,cassette player,valid +val/n02979186/n02979186_12140.JPEG,cassette player,valid +val/n02979186/n02979186_12260.JPEG,cassette player,valid +val/n02979186/n02979186_7712.JPEG,cassette player,valid +val/n02979186/n02979186_13841.JPEG,cassette player,valid +val/n02979186/n02979186_4690.JPEG,cassette player,valid +val/n02979186/n02979186_4032.JPEG,cassette player,valid +val/n02979186/n02979186_14100.JPEG,cassette player,valid +val/n02979186/n02979186_20600.JPEG,cassette player,valid +val/n02979186/n02979186_13281.JPEG,cassette player,valid +val/n02979186/ILSVRC2012_val_00035160.JPEG,cassette player,valid +val/n02979186/n02979186_19440.JPEG,cassette player,valid +val/n02979186/n02979186_1281.JPEG,cassette player,valid +val/n02979186/n02979186_13950.JPEG,cassette player,valid +val/n02979186/n02979186_24592.JPEG,cassette player,valid +val/n02979186/n02979186_10151.JPEG,cassette player,valid +val/n02979186/n02979186_11120.JPEG,cassette player,valid +val/n02979186/n02979186_4780.JPEG,cassette player,valid +val/n02979186/n02979186_2830.JPEG,cassette player,valid +val/n02979186/n02979186_15972.JPEG,cassette player,valid +val/n02979186/n02979186_27262.JPEG,cassette player,valid +val/n02979186/n02979186_4281.JPEG,cassette player,valid +val/n02979186/n02979186_4852.JPEG,cassette player,valid +val/n02979186/n02979186_3211.JPEG,cassette player,valid +val/n02979186/n02979186_9811.JPEG,cassette player,valid +val/n02979186/ILSVRC2012_val_00043731.JPEG,cassette player,valid +val/n02979186/n02979186_5612.JPEG,cassette player,valid +val/n02979186/n02979186_2772.JPEG,cassette player,valid +val/n02979186/n02979186_3620.JPEG,cassette player,valid +val/n02979186/n02979186_12122.JPEG,cassette player,valid +val/n02979186/n02979186_140.JPEG,cassette player,valid +val/n02979186/n02979186_7820.JPEG,cassette player,valid +val/n02979186/n02979186_3530.JPEG,cassette player,valid +val/n02979186/n02979186_12962.JPEG,cassette player,valid +val/n02979186/n02979186_16581.JPEG,cassette player,valid +val/n02979186/n02979186_21941.JPEG,cassette player,valid +val/n02979186/n02979186_3902.JPEG,cassette player,valid +val/n02979186/n02979186_4230.JPEG,cassette player,valid +val/n02979186/n02979186_26820.JPEG,cassette player,valid +val/n02979186/n02979186_11790.JPEG,cassette player,valid +val/n02979186/n02979186_17460.JPEG,cassette player,valid +val/n02979186/n02979186_5841.JPEG,cassette player,valid +val/n02979186/n02979186_12822.JPEG,cassette player,valid +val/n02979186/n02979186_24591.JPEG,cassette player,valid +val/n02979186/n02979186_9790.JPEG,cassette player,valid +val/n02979186/n02979186_23650.JPEG,cassette player,valid +val/n02979186/n02979186_14721.JPEG,cassette player,valid +val/n02979186/n02979186_19322.JPEG,cassette player,valid +val/n02979186/n02979186_20112.JPEG,cassette player,valid +val/n02979186/n02979186_1621.JPEG,cassette player,valid +val/n02979186/n02979186_21910.JPEG,cassette player,valid +val/n02979186/n02979186_11670.JPEG,cassette player,valid +val/n02979186/n02979186_14462.JPEG,cassette player,valid +val/n02979186/n02979186_9651.JPEG,cassette player,valid +val/n02979186/n02979186_17680.JPEG,cassette player,valid +val/n02979186/n02979186_13851.JPEG,cassette player,valid +val/n02979186/n02979186_19412.JPEG,cassette player,valid +val/n02979186/n02979186_17060.JPEG,cassette player,valid +val/n02979186/n02979186_3102.JPEG,cassette player,valid +val/n02979186/n02979186_22991.JPEG,cassette player,valid +val/n02979186/n02979186_13572.JPEG,cassette player,valid +val/n02979186/n02979186_16382.JPEG,cassette player,valid +val/n02979186/n02979186_8570.JPEG,cassette player,valid +val/n02979186/n02979186_3260.JPEG,cassette player,valid +val/n02979186/n02979186_1381.JPEG,cassette player,valid +val/n02979186/n02979186_40.JPEG,cassette player,valid +val/n02979186/n02979186_10912.JPEG,cassette player,valid +val/n02979186/n02979186_7531.JPEG,cassette player,valid +val/n02979186/n02979186_27632.JPEG,cassette player,valid +val/n02979186/n02979186_3371.JPEG,cassette player,valid +val/n02979186/n02979186_19091.JPEG,cassette player,valid +val/n02979186/n02979186_13661.JPEG,cassette player,valid +val/n02979186/n02979186_5980.JPEG,cassette player,valid +val/n02979186/n02979186_15441.JPEG,cassette player,valid +val/n02979186/n02979186_260.JPEG,cassette player,valid +val/n02979186/n02979186_5392.JPEG,cassette player,valid +val/n02979186/n02979186_7371.JPEG,cassette player,valid +val/n02979186/n02979186_5622.JPEG,cassette player,valid +val/n02979186/n02979186_1450.JPEG,cassette player,valid +val/n02979186/n02979186_2350.JPEG,cassette player,valid +val/n02979186/n02979186_70.JPEG,cassette player,valid +val/n02979186/n02979186_6390.JPEG,cassette player,valid +val/n02979186/n02979186_10612.JPEG,cassette player,valid +val/n02979186/n02979186_10532.JPEG,cassette player,valid +val/n02979186/n02979186_16192.JPEG,cassette player,valid +val/n02979186/n02979186_12060.JPEG,cassette player,valid +val/n02979186/n02979186_5962.JPEG,cassette player,valid +val/n02979186/n02979186_11410.JPEG,cassette player,valid +val/n02979186/n02979186_2051.JPEG,cassette player,valid +val/n02979186/n02979186_15521.JPEG,cassette player,valid +val/n02979186/n02979186_8122.JPEG,cassette player,valid +val/n02979186/n02979186_1632.JPEG,cassette player,valid +val/n02979186/n02979186_1692.JPEG,cassette player,valid +val/n02979186/n02979186_8861.JPEG,cassette player,valid +val/n02979186/n02979186_6271.JPEG,cassette player,valid +val/n02979186/n02979186_14601.JPEG,cassette player,valid +val/n02979186/n02979186_14251.JPEG,cassette player,valid +val/n02979186/n02979186_14712.JPEG,cassette player,valid +val/n02979186/n02979186_1061.JPEG,cassette player,valid +val/n02979186/n02979186_23730.JPEG,cassette player,valid +val/n02979186/n02979186_15432.JPEG,cassette player,valid +val/n02979186/n02979186_10870.JPEG,cassette player,valid +val/n02979186/n02979186_17470.JPEG,cassette player,valid +val/n02979186/n02979186_17940.JPEG,cassette player,valid +val/n02979186/n02979186_24140.JPEG,cassette player,valid +val/n02979186/n02979186_10041.JPEG,cassette player,valid +val/n02979186/n02979186_7362.JPEG,cassette player,valid +val/n02979186/n02979186_2230.JPEG,cassette player,valid +val/n02979186/n02979186_271.JPEG,cassette player,valid +val/n02979186/n02979186_19390.JPEG,cassette player,valid +val/n02979186/n02979186_12092.JPEG,cassette player,valid +val/n02979186/n02979186_3472.JPEG,cassette player,valid +val/n02979186/n02979186_4552.JPEG,cassette player,valid +val/n02979186/n02979186_22882.JPEG,cassette player,valid +val/n02979186/n02979186_16142.JPEG,cassette player,valid +val/n02979186/n02979186_18802.JPEG,cassette player,valid +val/n02979186/n02979186_6520.JPEG,cassette player,valid +val/n02979186/n02979186_2002.JPEG,cassette player,valid +val/n02979186/n02979186_9371.JPEG,cassette player,valid +val/n02979186/n02979186_5321.JPEG,cassette player,valid +val/n02979186/n02979186_27392.JPEG,cassette player,valid +val/n02979186/n02979186_20132.JPEG,cassette player,valid +val/n02979186/n02979186_11481.JPEG,cassette player,valid +val/n02979186/n02979186_27481.JPEG,cassette player,valid +val/n02979186/n02979186_11.JPEG,cassette player,valid +val/n02979186/n02979186_26822.JPEG,cassette player,valid +val/n02979186/n02979186_12681.JPEG,cassette player,valid +val/n03417042/n03417042_14381.JPEG,garbage truck,valid +val/n03417042/n03417042_10612.JPEG,garbage truck,valid +val/n03417042/n03417042_12031.JPEG,garbage truck,valid +val/n03417042/n03417042_9021.JPEG,garbage truck,valid +val/n03417042/n03417042_2671.JPEG,garbage truck,valid +val/n03417042/n03417042_3710.JPEG,garbage truck,valid +val/n03417042/n03417042_18582.JPEG,garbage truck,valid +val/n03417042/n03417042_10362.JPEG,garbage truck,valid +val/n03417042/n03417042_9610.JPEG,garbage truck,valid +val/n03417042/n03417042_9062.JPEG,garbage truck,valid +val/n03417042/n03417042_9601.JPEG,garbage truck,valid +val/n03417042/n03417042_6780.JPEG,garbage truck,valid +val/n03417042/n03417042_11552.JPEG,garbage truck,valid +val/n03417042/n03417042_22152.JPEG,garbage truck,valid +val/n03417042/ILSVRC2012_val_00032800.JPEG,garbage truck,valid +val/n03417042/n03417042_3771.JPEG,garbage truck,valid +val/n03417042/n03417042_7682.JPEG,garbage truck,valid +val/n03417042/n03417042_1841.JPEG,garbage truck,valid +val/n03417042/n03417042_28261.JPEG,garbage truck,valid +val/n03417042/n03417042_12002.JPEG,garbage truck,valid +val/n03417042/n03417042_5510.JPEG,garbage truck,valid +val/n03417042/n03417042_4232.JPEG,garbage truck,valid +val/n03417042/n03417042_11441.JPEG,garbage truck,valid +val/n03417042/n03417042_8872.JPEG,garbage truck,valid +val/n03417042/n03417042_18722.JPEG,garbage truck,valid +val/n03417042/n03417042_4511.JPEG,garbage truck,valid +val/n03417042/n03417042_742.JPEG,garbage truck,valid +val/n03417042/n03417042_11091.JPEG,garbage truck,valid +val/n03417042/n03417042_27630.JPEG,garbage truck,valid +val/n03417042/n03417042_910.JPEG,garbage truck,valid +val/n03417042/n03417042_3752.JPEG,garbage truck,valid +val/n03417042/ILSVRC2012_val_00002210.JPEG,garbage truck,valid +val/n03417042/n03417042_4542.JPEG,garbage truck,valid +val/n03417042/n03417042_6472.JPEG,garbage truck,valid +val/n03417042/n03417042_5221.JPEG,garbage truck,valid +val/n03417042/n03417042_12531.JPEG,garbage truck,valid +val/n03417042/n03417042_9052.JPEG,garbage truck,valid +val/n03417042/n03417042_4391.JPEG,garbage truck,valid +val/n03417042/n03417042_3952.JPEG,garbage truck,valid +val/n03417042/n03417042_7160.JPEG,garbage truck,valid +val/n03417042/n03417042_10462.JPEG,garbage truck,valid +val/n03417042/n03417042_2241.JPEG,garbage truck,valid +val/n03417042/n03417042_24020.JPEG,garbage truck,valid +val/n03417042/n03417042_28062.JPEG,garbage truck,valid +val/n03417042/n03417042_26951.JPEG,garbage truck,valid +val/n03417042/n03417042_24980.JPEG,garbage truck,valid +val/n03417042/n03417042_411.JPEG,garbage truck,valid +val/n03417042/n03417042_10442.JPEG,garbage truck,valid +val/n03417042/n03417042_12170.JPEG,garbage truck,valid +val/n03417042/n03417042_28400.JPEG,garbage truck,valid +val/n03417042/n03417042_18551.JPEG,garbage truck,valid +val/n03417042/n03417042_7621.JPEG,garbage truck,valid +val/n03417042/n03417042_3351.JPEG,garbage truck,valid +val/n03417042/ILSVRC2012_val_00022172.JPEG,garbage truck,valid +val/n03417042/n03417042_18450.JPEG,garbage truck,valid +val/n03417042/n03417042_10751.JPEG,garbage truck,valid +val/n03417042/n03417042_3141.JPEG,garbage truck,valid +val/n03417042/n03417042_6442.JPEG,garbage truck,valid +val/n03417042/n03417042_1850.JPEG,garbage truck,valid +val/n03417042/n03417042_6272.JPEG,garbage truck,valid +val/n03417042/n03417042_18932.JPEG,garbage truck,valid +val/n03417042/n03417042_9170.JPEG,garbage truck,valid +val/n03417042/n03417042_1182.JPEG,garbage truck,valid +val/n03417042/n03417042_28700.JPEG,garbage truck,valid +val/n03417042/n03417042_690.JPEG,garbage truck,valid +val/n03417042/n03417042_1280.JPEG,garbage truck,valid +val/n03417042/n03417042_9121.JPEG,garbage truck,valid +val/n03417042/n03417042_992.JPEG,garbage truck,valid +val/n03417042/n03417042_201.JPEG,garbage truck,valid +val/n03417042/n03417042_7191.JPEG,garbage truck,valid +val/n03417042/n03417042_8241.JPEG,garbage truck,valid +val/n03417042/n03417042_29361.JPEG,garbage truck,valid +val/n03417042/n03417042_3331.JPEG,garbage truck,valid +val/n03417042/n03417042_91.JPEG,garbage truck,valid +val/n03417042/n03417042_6662.JPEG,garbage truck,valid +val/n03417042/n03417042_7310.JPEG,garbage truck,valid +val/n03417042/n03417042_3272.JPEG,garbage truck,valid +val/n03417042/n03417042_29342.JPEG,garbage truck,valid +val/n03417042/n03417042_10141.JPEG,garbage truck,valid +val/n03417042/n03417042_18072.JPEG,garbage truck,valid +val/n03417042/n03417042_6521.JPEG,garbage truck,valid +val/n03417042/n03417042_12601.JPEG,garbage truck,valid +val/n03417042/n03417042_7530.JPEG,garbage truck,valid +val/n03417042/n03417042_10402.JPEG,garbage truck,valid +val/n03417042/n03417042_12190.JPEG,garbage truck,valid +val/n03417042/n03417042_1991.JPEG,garbage truck,valid +val/n03417042/n03417042_12232.JPEG,garbage truck,valid +val/n03417042/n03417042_7422.JPEG,garbage truck,valid +val/n03417042/n03417042_3140.JPEG,garbage truck,valid +val/n03417042/n03417042_581.JPEG,garbage truck,valid +val/n03417042/n03417042_5232.JPEG,garbage truck,valid +val/n03417042/n03417042_6312.JPEG,garbage truck,valid +val/n03417042/n03417042_12322.JPEG,garbage truck,valid +val/n03417042/n03417042_27022.JPEG,garbage truck,valid +val/n03417042/n03417042_9311.JPEG,garbage truck,valid +val/n03417042/n03417042_2060.JPEG,garbage truck,valid +val/n03417042/n03417042_14861.JPEG,garbage truck,valid +val/n03417042/n03417042_5631.JPEG,garbage truck,valid +val/n03417042/n03417042_15482.JPEG,garbage truck,valid +val/n03417042/n03417042_8552.JPEG,garbage truck,valid +val/n03417042/n03417042_652.JPEG,garbage truck,valid +val/n03417042/n03417042_6981.JPEG,garbage truck,valid +val/n03417042/n03417042_1330.JPEG,garbage truck,valid +val/n03417042/n03417042_6811.JPEG,garbage truck,valid +val/n03417042/n03417042_8192.JPEG,garbage truck,valid +val/n03417042/n03417042_25992.JPEG,garbage truck,valid +val/n03417042/n03417042_19020.JPEG,garbage truck,valid +val/n03417042/n03417042_10642.JPEG,garbage truck,valid +val/n03417042/n03417042_13151.JPEG,garbage truck,valid +val/n03417042/n03417042_18601.JPEG,garbage truck,valid +val/n03417042/n03417042_3821.JPEG,garbage truck,valid +val/n03417042/n03417042_14500.JPEG,garbage truck,valid +val/n03417042/n03417042_1651.JPEG,garbage truck,valid +val/n03417042/n03417042_1492.JPEG,garbage truck,valid +val/n03417042/n03417042_27840.JPEG,garbage truck,valid +val/n03417042/ILSVRC2012_val_00042802.JPEG,garbage truck,valid +val/n03417042/n03417042_27320.JPEG,garbage truck,valid +val/n03417042/n03417042_4491.JPEG,garbage truck,valid +val/n03417042/n03417042_1262.JPEG,garbage truck,valid +val/n03417042/n03417042_8822.JPEG,garbage truck,valid +val/n03417042/n03417042_14261.JPEG,garbage truck,valid +val/n03417042/n03417042_16000.JPEG,garbage truck,valid +val/n03417042/n03417042_6250.JPEG,garbage truck,valid +val/n03417042/n03417042_11072.JPEG,garbage truck,valid +val/n03417042/n03417042_16370.JPEG,garbage truck,valid +val/n03417042/n03417042_15970.JPEG,garbage truck,valid +val/n03417042/n03417042_10280.JPEG,garbage truck,valid +val/n03417042/n03417042_14000.JPEG,garbage truck,valid +val/n03417042/n03417042_6691.JPEG,garbage truck,valid +val/n03417042/n03417042_27231.JPEG,garbage truck,valid +val/n03417042/n03417042_20280.JPEG,garbage truck,valid +val/n03417042/n03417042_27361.JPEG,garbage truck,valid +val/n03417042/n03417042_8690.JPEG,garbage truck,valid +val/n03417042/n03417042_9620.JPEG,garbage truck,valid +val/n03417042/n03417042_4200.JPEG,garbage truck,valid +val/n03417042/n03417042_22532.JPEG,garbage truck,valid +val/n03417042/n03417042_2170.JPEG,garbage truck,valid +val/n03417042/n03417042_6410.JPEG,garbage truck,valid +val/n03417042/n03417042_18622.JPEG,garbage truck,valid +val/n03417042/n03417042_12050.JPEG,garbage truck,valid +val/n03417042/n03417042_4600.JPEG,garbage truck,valid +val/n03417042/n03417042_21210.JPEG,garbage truck,valid +val/n03417042/n03417042_23771.JPEG,garbage truck,valid +val/n03417042/n03417042_9941.JPEG,garbage truck,valid +val/n03417042/n03417042_1211.JPEG,garbage truck,valid +val/n03417042/n03417042_26850.JPEG,garbage truck,valid +val/n03417042/n03417042_8501.JPEG,garbage truck,valid +val/n03417042/n03417042_3592.JPEG,garbage truck,valid +val/n03417042/n03417042_1631.JPEG,garbage truck,valid +val/n03417042/n03417042_20340.JPEG,garbage truck,valid +val/n03417042/n03417042_10520.JPEG,garbage truck,valid +val/n03417042/n03417042_4462.JPEG,garbage truck,valid +val/n03417042/n03417042_7002.JPEG,garbage truck,valid +val/n03417042/n03417042_4292.JPEG,garbage truck,valid +val/n03417042/n03417042_10121.JPEG,garbage truck,valid +val/n03417042/n03417042_3861.JPEG,garbage truck,valid +val/n03417042/n03417042_1601.JPEG,garbage truck,valid +val/n03417042/n03417042_5670.JPEG,garbage truck,valid +val/n03417042/n03417042_1561.JPEG,garbage truck,valid +val/n03417042/n03417042_8361.JPEG,garbage truck,valid +val/n03417042/n03417042_1051.JPEG,garbage truck,valid +val/n03417042/n03417042_10150.JPEG,garbage truck,valid +val/n03417042/n03417042_3350.JPEG,garbage truck,valid +val/n03417042/n03417042_5110.JPEG,garbage truck,valid +val/n03417042/n03417042_750.JPEG,garbage truck,valid +val/n03417042/n03417042_27151.JPEG,garbage truck,valid +val/n03417042/n03417042_4790.JPEG,garbage truck,valid +val/n03417042/n03417042_8051.JPEG,garbage truck,valid +val/n03417042/n03417042_28610.JPEG,garbage truck,valid +val/n03417042/n03417042_8202.JPEG,garbage truck,valid +val/n03417042/n03417042_7212.JPEG,garbage truck,valid +val/n03417042/n03417042_1271.JPEG,garbage truck,valid +val/n03417042/n03417042_1770.JPEG,garbage truck,valid +val/n03417042/n03417042_6941.JPEG,garbage truck,valid +val/n03417042/n03417042_422.JPEG,garbage truck,valid +val/n03417042/n03417042_12300.JPEG,garbage truck,valid +val/n03417042/n03417042_1611.JPEG,garbage truck,valid +val/n03417042/n03417042_1282.JPEG,garbage truck,valid +val/n03417042/n03417042_9132.JPEG,garbage truck,valid +val/n03417042/n03417042_3192.JPEG,garbage truck,valid +val/n03417042/n03417042_12790.JPEG,garbage truck,valid +val/n03417042/n03417042_2132.JPEG,garbage truck,valid +val/n03417042/n03417042_29310.JPEG,garbage truck,valid +val/n03417042/n03417042_3171.JPEG,garbage truck,valid +val/n03417042/n03417042_12560.JPEG,garbage truck,valid +val/n03417042/n03417042_8602.JPEG,garbage truck,valid +val/n03417042/n03417042_6130.JPEG,garbage truck,valid +val/n03417042/n03417042_6480.JPEG,garbage truck,valid +val/n03417042/n03417042_29412.JPEG,garbage truck,valid +val/n03417042/ILSVRC2012_val_00034001.JPEG,garbage truck,valid +val/n03417042/n03417042_1840.JPEG,garbage truck,valid +val/n03417042/n03417042_7472.JPEG,garbage truck,valid +val/n03417042/n03417042_7111.JPEG,garbage truck,valid +val/n03417042/n03417042_212.JPEG,garbage truck,valid +val/n03417042/n03417042_5920.JPEG,garbage truck,valid +val/n03417042/n03417042_11222.JPEG,garbage truck,valid +val/n03417042/ILSVRC2012_val_00024560.JPEG,garbage truck,valid +val/n03417042/n03417042_130.JPEG,garbage truck,valid +val/n03417042/n03417042_11062.JPEG,garbage truck,valid +val/n03417042/n03417042_23440.JPEG,garbage truck,valid +val/n03417042/n03417042_7080.JPEG,garbage truck,valid +val/n03417042/n03417042_13651.JPEG,garbage truck,valid +val/n03417042/n03417042_1790.JPEG,garbage truck,valid +val/n03417042/n03417042_17862.JPEG,garbage truck,valid +val/n03417042/n03417042_10401.JPEG,garbage truck,valid +val/n03417042/n03417042_12400.JPEG,garbage truck,valid +val/n03417042/n03417042_28600.JPEG,garbage truck,valid +val/n03417042/n03417042_20591.JPEG,garbage truck,valid +val/n03417042/n03417042_5301.JPEG,garbage truck,valid +val/n03417042/n03417042_10300.JPEG,garbage truck,valid +val/n03417042/n03417042_4560.JPEG,garbage truck,valid +val/n03417042/n03417042_11031.JPEG,garbage truck,valid +val/n03417042/n03417042_11511.JPEG,garbage truck,valid +val/n03417042/n03417042_1981.JPEG,garbage truck,valid +val/n03417042/n03417042_29722.JPEG,garbage truck,valid +val/n03417042/n03417042_26782.JPEG,garbage truck,valid +val/n03417042/n03417042_8891.JPEG,garbage truck,valid +val/n03417042/n03417042_27982.JPEG,garbage truck,valid +val/n03417042/n03417042_3842.JPEG,garbage truck,valid +val/n03417042/n03417042_2230.JPEG,garbage truck,valid +val/n03417042/ILSVRC2012_val_00006922.JPEG,garbage truck,valid +val/n03417042/n03417042_620.JPEG,garbage truck,valid +val/n03417042/n03417042_17470.JPEG,garbage truck,valid +val/n03417042/n03417042_6602.JPEG,garbage truck,valid +val/n03417042/ILSVRC2012_val_00028190.JPEG,garbage truck,valid +val/n03417042/n03417042_19650.JPEG,garbage truck,valid +val/n03417042/n03417042_2812.JPEG,garbage truck,valid +val/n03417042/n03417042_10752.JPEG,garbage truck,valid +val/n03417042/n03417042_441.JPEG,garbage truck,valid +val/n03417042/n03417042_19912.JPEG,garbage truck,valid +val/n03417042/n03417042_5380.JPEG,garbage truck,valid +val/n03417042/n03417042_6881.JPEG,garbage truck,valid +val/n03417042/n03417042_5090.JPEG,garbage truck,valid +val/n03417042/n03417042_802.JPEG,garbage truck,valid +val/n03417042/n03417042_26971.JPEG,garbage truck,valid +val/n03417042/n03417042_28742.JPEG,garbage truck,valid +val/n03417042/n03417042_4420.JPEG,garbage truck,valid +val/n03417042/n03417042_4072.JPEG,garbage truck,valid +val/n03417042/n03417042_3862.JPEG,garbage truck,valid +val/n03417042/n03417042_5180.JPEG,garbage truck,valid +val/n03417042/n03417042_1332.JPEG,garbage truck,valid +val/n03417042/n03417042_21270.JPEG,garbage truck,valid +val/n03417042/n03417042_152.JPEG,garbage truck,valid +val/n03417042/n03417042_9592.JPEG,garbage truck,valid +val/n03417042/n03417042_3422.JPEG,garbage truck,valid +val/n03417042/n03417042_4470.JPEG,garbage truck,valid +val/n03417042/n03417042_1311.JPEG,garbage truck,valid +val/n03417042/n03417042_18981.JPEG,garbage truck,valid +val/n03417042/n03417042_4520.JPEG,garbage truck,valid +val/n03417042/n03417042_2491.JPEG,garbage truck,valid +val/n03417042/n03417042_5381.JPEG,garbage truck,valid +val/n03417042/n03417042_3940.JPEG,garbage truck,valid +val/n03417042/n03417042_7581.JPEG,garbage truck,valid +val/n03417042/ILSVRC2012_val_00033842.JPEG,garbage truck,valid +val/n03417042/n03417042_6420.JPEG,garbage truck,valid +val/n03417042/n03417042_27861.JPEG,garbage truck,valid +val/n03417042/n03417042_28762.JPEG,garbage truck,valid +val/n03417042/n03417042_18042.JPEG,garbage truck,valid +val/n03417042/n03417042_20892.JPEG,garbage truck,valid +val/n03417042/n03417042_24100.JPEG,garbage truck,valid +val/n03417042/n03417042_5600.JPEG,garbage truck,valid +val/n03417042/n03417042_19812.JPEG,garbage truck,valid +val/n03417042/n03417042_21862.JPEG,garbage truck,valid +val/n03417042/n03417042_27850.JPEG,garbage truck,valid +val/n03417042/n03417042_11.JPEG,garbage truck,valid +val/n03417042/n03417042_8081.JPEG,garbage truck,valid +val/n03417042/n03417042_21102.JPEG,garbage truck,valid +val/n03417042/n03417042_2231.JPEG,garbage truck,valid +val/n03417042/n03417042_3011.JPEG,garbage truck,valid +val/n03417042/n03417042_2141.JPEG,garbage truck,valid +val/n03417042/n03417042_7521.JPEG,garbage truck,valid +val/n03417042/n03417042_10802.JPEG,garbage truck,valid +val/n03417042/n03417042_30.JPEG,garbage truck,valid +val/n03417042/n03417042_2822.JPEG,garbage truck,valid +val/n03417042/n03417042_9240.JPEG,garbage truck,valid +val/n03417042/n03417042_26960.JPEG,garbage truck,valid +val/n03417042/n03417042_8121.JPEG,garbage truck,valid +val/n03417042/n03417042_7061.JPEG,garbage truck,valid +val/n03417042/n03417042_21361.JPEG,garbage truck,valid +val/n03417042/n03417042_9441.JPEG,garbage truck,valid +val/n03417042/n03417042_18590.JPEG,garbage truck,valid +val/n03417042/n03417042_14712.JPEG,garbage truck,valid +val/n03417042/n03417042_9152.JPEG,garbage truck,valid +val/n03417042/n03417042_2150.JPEG,garbage truck,valid +val/n03417042/n03417042_6241.JPEG,garbage truck,valid +val/n03417042/n03417042_4752.JPEG,garbage truck,valid +val/n03417042/n03417042_28832.JPEG,garbage truck,valid +val/n03417042/n03417042_28702.JPEG,garbage truck,valid +val/n03417042/n03417042_6050.JPEG,garbage truck,valid +val/n03417042/n03417042_2991.JPEG,garbage truck,valid +val/n03417042/n03417042_28552.JPEG,garbage truck,valid +val/n03417042/n03417042_19531.JPEG,garbage truck,valid +val/n03417042/n03417042_27581.JPEG,garbage truck,valid +val/n03417042/n03417042_1031.JPEG,garbage truck,valid +val/n03417042/n03417042_16871.JPEG,garbage truck,valid +val/n03417042/n03417042_11611.JPEG,garbage truck,valid +val/n03417042/n03417042_3731.JPEG,garbage truck,valid +val/n03417042/n03417042_27862.JPEG,garbage truck,valid +val/n03417042/n03417042_8630.JPEG,garbage truck,valid +val/n03417042/n03417042_26102.JPEG,garbage truck,valid +val/n03417042/n03417042_3300.JPEG,garbage truck,valid +val/n03417042/n03417042_751.JPEG,garbage truck,valid +val/n03417042/n03417042_5362.JPEG,garbage truck,valid +val/n03417042/n03417042_27780.JPEG,garbage truck,valid +val/n03417042/n03417042_19862.JPEG,garbage truck,valid +val/n03417042/n03417042_5752.JPEG,garbage truck,valid +val/n03417042/n03417042_3242.JPEG,garbage truck,valid +val/n03417042/n03417042_23272.JPEG,garbage truck,valid +val/n03417042/n03417042_5371.JPEG,garbage truck,valid +val/n03417042/n03417042_3231.JPEG,garbage truck,valid +val/n03417042/n03417042_4761.JPEG,garbage truck,valid +val/n03417042/n03417042_2062.JPEG,garbage truck,valid +val/n03417042/n03417042_2981.JPEG,garbage truck,valid +val/n03417042/n03417042_9552.JPEG,garbage truck,valid +val/n03417042/n03417042_20021.JPEG,garbage truck,valid +val/n03417042/ILSVRC2012_val_00027110.JPEG,garbage truck,valid +val/n03417042/n03417042_1000.JPEG,garbage truck,valid +val/n03417042/n03417042_18152.JPEG,garbage truck,valid +val/n03417042/n03417042_5750.JPEG,garbage truck,valid +val/n03417042/n03417042_90.JPEG,garbage truck,valid +val/n03417042/n03417042_13871.JPEG,garbage truck,valid +val/n03417042/n03417042_20962.JPEG,garbage truck,valid +val/n03417042/n03417042_2211.JPEG,garbage truck,valid +val/n03417042/n03417042_25212.JPEG,garbage truck,valid +val/n03417042/n03417042_3101.JPEG,garbage truck,valid +val/n03417042/n03417042_8581.JPEG,garbage truck,valid +val/n03417042/n03417042_5682.JPEG,garbage truck,valid +val/n03417042/n03417042_4980.JPEG,garbage truck,valid +val/n03417042/n03417042_6081.JPEG,garbage truck,valid +val/n03417042/n03417042_3600.JPEG,garbage truck,valid +val/n03417042/n03417042_5320.JPEG,garbage truck,valid +val/n03417042/n03417042_19472.JPEG,garbage truck,valid +val/n03417042/n03417042_8912.JPEG,garbage truck,valid +val/n03417042/n03417042_9511.JPEG,garbage truck,valid +val/n03417042/n03417042_2110.JPEG,garbage truck,valid +val/n03417042/n03417042_8700.JPEG,garbage truck,valid +val/n03417042/n03417042_3792.JPEG,garbage truck,valid +val/n03417042/n03417042_7021.JPEG,garbage truck,valid +val/n03417042/n03417042_28122.JPEG,garbage truck,valid +val/n03417042/n03417042_9480.JPEG,garbage truck,valid +val/n03417042/n03417042_15592.JPEG,garbage truck,valid +val/n03417042/n03417042_1022.JPEG,garbage truck,valid +val/n03417042/n03417042_19481.JPEG,garbage truck,valid +val/n03417042/n03417042_7670.JPEG,garbage truck,valid +val/n03417042/n03417042_19842.JPEG,garbage truck,valid +val/n03417042/n03417042_6581.JPEG,garbage truck,valid +val/n03417042/n03417042_20382.JPEG,garbage truck,valid +val/n03417042/n03417042_17911.JPEG,garbage truck,valid +val/n03417042/n03417042_20650.JPEG,garbage truck,valid +val/n03417042/n03417042_3280.JPEG,garbage truck,valid +val/n03417042/n03417042_12711.JPEG,garbage truck,valid +val/n03417042/n03417042_14690.JPEG,garbage truck,valid 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+val/n03028079/n03028079_35160.JPEG,church,valid +val/n03028079/n03028079_16080.JPEG,church,valid +val/n03028079/n03028079_26571.JPEG,church,valid +val/n03028079/n03028079_26291.JPEG,church,valid +val/n03028079/n03028079_4821.JPEG,church,valid +val/n03028079/n03028079_30751.JPEG,church,valid +val/n03028079/n03028079_7021.JPEG,church,valid +val/n03028079/n03028079_4572.JPEG,church,valid +val/n03028079/ILSVRC2012_val_00046550.JPEG,church,valid +val/n03028079/n03028079_74100.JPEG,church,valid +val/n03028079/n03028079_24681.JPEG,church,valid +val/n03028079/n03028079_5942.JPEG,church,valid +val/n03028079/n03028079_30460.JPEG,church,valid +val/n03028079/n03028079_9580.JPEG,church,valid +val/n03028079/n03028079_27511.JPEG,church,valid +val/n03028079/n03028079_49281.JPEG,church,valid +val/n03028079/n03028079_9481.JPEG,church,valid +val/n03028079/ILSVRC2012_val_00019711.JPEG,church,valid +val/n03028079/n03028079_14492.JPEG,church,valid +val/n03028079/n03028079_4612.JPEG,church,valid +val/n03028079/n03028079_3600.JPEG,church,valid +val/n03028079/n03028079_27060.JPEG,church,valid +val/n03028079/ILSVRC2012_val_00034220.JPEG,church,valid +val/n03028079/n03028079_5261.JPEG,church,valid +val/n03028079/n03028079_3081.JPEG,church,valid +val/n03028079/n03028079_23510.JPEG,church,valid +val/n03028079/n03028079_10040.JPEG,church,valid +val/n03028079/n03028079_20232.JPEG,church,valid +val/n03028079/n03028079_113001.JPEG,church,valid +val/n03028079/n03028079_26371.JPEG,church,valid +val/n03028079/n03028079_38700.JPEG,church,valid +val/n03028079/n03028079_14621.JPEG,church,valid +val/n03028079/n03028079_16660.JPEG,church,valid +val/n03028079/n03028079_11401.JPEG,church,valid +val/n03028079/n03028079_79790.JPEG,church,valid +val/n03028079/n03028079_1372.JPEG,church,valid +val/n03028079/n03028079_14920.JPEG,church,valid +val/n03028079/n03028079_71550.JPEG,church,valid +val/n03028079/n03028079_41791.JPEG,church,valid +val/n03028079/n03028079_31571.JPEG,church,valid +val/n03028079/n03028079_14310.JPEG,church,valid +val/n03028079/n03028079_6110.JPEG,church,valid +val/n03028079/n03028079_3972.JPEG,church,valid +val/n03028079/ILSVRC2012_val_00026451.JPEG,church,valid +val/n03028079/n03028079_24642.JPEG,church,valid +val/n03028079/n03028079_6971.JPEG,church,valid +val/n03028079/n03028079_40711.JPEG,church,valid +val/n03028079/n03028079_12061.JPEG,church,valid +val/n03028079/n03028079_53551.JPEG,church,valid +val/n03028079/n03028079_28432.JPEG,church,valid +val/n03028079/n03028079_24072.JPEG,church,valid +val/n03028079/n03028079_13251.JPEG,church,valid +val/n03028079/n03028079_8531.JPEG,church,valid +val/n03028079/n03028079_9662.JPEG,church,valid +val/n03028079/n03028079_5232.JPEG,church,valid +val/n03028079/n03028079_732.JPEG,church,valid +val/n03028079/n03028079_36351.JPEG,church,valid +val/n03028079/n03028079_62551.JPEG,church,valid +val/n03028079/n03028079_6831.JPEG,church,valid +val/n03028079/n03028079_30030.JPEG,church,valid +val/n03028079/n03028079_151.JPEG,church,valid +val/n03028079/n03028079_25391.JPEG,church,valid +val/n03028079/n03028079_76700.JPEG,church,valid +val/n03028079/n03028079_22500.JPEG,church,valid +val/n03028079/n03028079_901.JPEG,church,valid +val/n03028079/n03028079_72470.JPEG,church,valid +val/n03028079/n03028079_26852.JPEG,church,valid +val/n03028079/n03028079_9920.JPEG,church,valid +val/n03028079/n03028079_53111.JPEG,church,valid +val/n03028079/n03028079_9632.JPEG,church,valid +val/n03028079/n03028079_36092.JPEG,church,valid +val/n03028079/n03028079_33671.JPEG,church,valid +val/n03028079/n03028079_31481.JPEG,church,valid +val/n03028079/n03028079_28302.JPEG,church,valid +val/n03028079/n03028079_6452.JPEG,church,valid +val/n03028079/n03028079_3320.JPEG,church,valid +val/n03028079/ILSVRC2012_val_00023291.JPEG,church,valid +val/n03028079/n03028079_3732.JPEG,church,valid +val/n03028079/n03028079_58650.JPEG,church,valid +val/n03028079/n03028079_5401.JPEG,church,valid +val/n03028079/n03028079_72360.JPEG,church,valid +val/n03028079/n03028079_27902.JPEG,church,valid +val/n03028079/n03028079_10611.JPEG,church,valid +val/n03028079/n03028079_2382.JPEG,church,valid +val/n03028079/n03028079_15602.JPEG,church,valid +val/n03028079/n03028079_32131.JPEG,church,valid +val/n03028079/n03028079_9682.JPEG,church,valid +val/n03028079/n03028079_12732.JPEG,church,valid +val/n03028079/n03028079_3441.JPEG,church,valid +val/n03028079/ILSVRC2012_val_00010770.JPEG,church,valid +val/n03028079/n03028079_1002.JPEG,church,valid +val/n03028079/n03028079_1922.JPEG,church,valid +val/n03028079/n03028079_31082.JPEG,church,valid +val/n03028079/n03028079_12812.JPEG,church,valid +val/n03028079/n03028079_75880.JPEG,church,valid +val/n03028079/n03028079_26940.JPEG,church,valid +val/n03028079/n03028079_7251.JPEG,church,valid +val/n03028079/n03028079_15240.JPEG,church,valid +val/n03028079/ILSVRC2012_val_00028310.JPEG,church,valid +val/n03028079/n03028079_7250.JPEG,church,valid +val/n03028079/n03028079_13002.JPEG,church,valid +val/n03028079/n03028079_15461.JPEG,church,valid +val/n03028079/n03028079_14021.JPEG,church,valid +val/n03028079/ILSVRC2012_val_00016832.JPEG,church,valid +val/n03028079/n03028079_8712.JPEG,church,valid +val/n03028079/n03028079_29942.JPEG,church,valid +val/n03028079/n03028079_20312.JPEG,church,valid +val/n03028079/n03028079_30181.JPEG,church,valid +val/n03028079/n03028079_76461.JPEG,church,valid +val/n03028079/n03028079_102.JPEG,church,valid +val/n03028079/n03028079_3000.JPEG,church,valid +val/n03028079/n03028079_17922.JPEG,church,valid +val/n03028079/n03028079_46722.JPEG,church,valid +val/n03028079/n03028079_8611.JPEG,church,valid +val/n03028079/n03028079_4022.JPEG,church,valid +val/n03028079/n03028079_9901.JPEG,church,valid +val/n03028079/n03028079_17280.JPEG,church,valid +val/n03028079/n03028079_15262.JPEG,church,valid +val/n03028079/n03028079_5260.JPEG,church,valid +val/n03028079/ILSVRC2012_val_00023000.JPEG,church,valid +val/n03028079/ILSVRC2012_val_00029870.JPEG,church,valid +val/n03028079/n03028079_2660.JPEG,church,valid +val/n03028079/n03028079_7392.JPEG,church,valid +val/n03028079/n03028079_3932.JPEG,church,valid +val/n03028079/n03028079_8172.JPEG,church,valid +val/n03028079/n03028079_112802.JPEG,church,valid +val/n03028079/n03028079_4902.JPEG,church,valid +val/n03028079/n03028079_73142.JPEG,church,valid +val/n03028079/n03028079_12681.JPEG,church,valid +val/n03028079/n03028079_14860.JPEG,church,valid +val/n03028079/n03028079_3540.JPEG,church,valid +val/n03028079/n03028079_15370.JPEG,church,valid +val/n03028079/n03028079_57010.JPEG,church,valid +val/n03028079/n03028079_30232.JPEG,church,valid +val/n03028079/n03028079_21591.JPEG,church,valid +val/n03028079/n03028079_7730.JPEG,church,valid +val/n03028079/n03028079_3400.JPEG,church,valid +val/n03028079/n03028079_21762.JPEG,church,valid +val/n03028079/n03028079_12330.JPEG,church,valid +val/n03028079/n03028079_24471.JPEG,church,valid +val/n03028079/n03028079_4661.JPEG,church,valid +val/n03028079/n03028079_29062.JPEG,church,valid +val/n03028079/n03028079_6251.JPEG,church,valid +val/n03028079/n03028079_27520.JPEG,church,valid +val/n03028079/n03028079_73181.JPEG,church,valid +val/n03028079/n03028079_11111.JPEG,church,valid +val/n03028079/n03028079_25680.JPEG,church,valid +val/n03028079/n03028079_16960.JPEG,church,valid +val/n03028079/n03028079_31112.JPEG,church,valid +val/n03028079/n03028079_17862.JPEG,church,valid +val/n03028079/n03028079_1501.JPEG,church,valid +val/n03028079/n03028079_14210.JPEG,church,valid +val/n03028079/n03028079_1881.JPEG,church,valid +val/n03028079/n03028079_6722.JPEG,church,valid +val/n03028079/n03028079_14582.JPEG,church,valid +val/n03028079/n03028079_1.JPEG,church,valid +val/n03028079/n03028079_26221.JPEG,church,valid +val/n03028079/n03028079_8971.JPEG,church,valid +val/n03028079/n03028079_72272.JPEG,church,valid +val/n03028079/n03028079_40510.JPEG,church,valid 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+val/n03394916/n03394916_38830.JPEG,French horn,valid +val/n03394916/n03394916_5200.JPEG,French horn,valid +val/n03394916/n03394916_29412.JPEG,French horn,valid +val/n03394916/n03394916_22791.JPEG,French horn,valid +val/n03394916/n03394916_27071.JPEG,French horn,valid +val/n03394916/n03394916_23222.JPEG,French horn,valid +val/n03394916/n03394916_28461.JPEG,French horn,valid +val/n03394916/n03394916_17100.JPEG,French horn,valid +val/n03394916/n03394916_51571.JPEG,French horn,valid +val/n03394916/n03394916_23742.JPEG,French horn,valid +val/n03394916/n03394916_11030.JPEG,French horn,valid +val/n03394916/n03394916_57530.JPEG,French horn,valid +val/n03394916/n03394916_47852.JPEG,French horn,valid +val/n03394916/n03394916_45042.JPEG,French horn,valid +val/n03394916/n03394916_47212.JPEG,French horn,valid +val/n03394916/n03394916_42690.JPEG,French horn,valid +val/n03394916/n03394916_47022.JPEG,French horn,valid +val/n03394916/n03394916_35871.JPEG,French horn,valid 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+val/n03394916/n03394916_26102.JPEG,French horn,valid +val/n03394916/ILSVRC2012_val_00009651.JPEG,French horn,valid +val/n03394916/n03394916_17780.JPEG,French horn,valid +val/n03394916/n03394916_8060.JPEG,French horn,valid +val/n03394916/n03394916_47982.JPEG,French horn,valid +val/n03394916/n03394916_36960.JPEG,French horn,valid +val/n03394916/n03394916_540.JPEG,French horn,valid +val/n03394916/n03394916_44882.JPEG,French horn,valid +val/n03394916/n03394916_36782.JPEG,French horn,valid +val/n03394916/n03394916_28651.JPEG,French horn,valid +val/n03394916/n03394916_30001.JPEG,French horn,valid +val/n03394916/ILSVRC2012_val_00003620.JPEG,French horn,valid +val/n03394916/n03394916_34532.JPEG,French horn,valid +val/n03394916/n03394916_292.JPEG,French horn,valid +val/n03394916/n03394916_43192.JPEG,French horn,valid +val/n03394916/ILSVRC2012_val_00007921.JPEG,French horn,valid +val/n03394916/n03394916_38320.JPEG,French horn,valid +val/n03394916/n03394916_29580.JPEG,French horn,valid +val/n03394916/n03394916_21040.JPEG,French horn,valid +val/n03394916/n03394916_59452.JPEG,French horn,valid +val/n03394916/n03394916_26831.JPEG,French horn,valid +val/n03394916/n03394916_12430.JPEG,French horn,valid +val/n03394916/n03394916_47651.JPEG,French horn,valid +val/n03394916/n03394916_38861.JPEG,French horn,valid +val/n03394916/n03394916_21272.JPEG,French horn,valid +val/n03394916/n03394916_32931.JPEG,French horn,valid +val/n03394916/n03394916_47462.JPEG,French horn,valid +val/n03394916/n03394916_28590.JPEG,French horn,valid +val/n03394916/n03394916_38581.JPEG,French horn,valid +val/n03394916/n03394916_38212.JPEG,French horn,valid +val/n03394916/n03394916_29762.JPEG,French horn,valid +val/n03394916/n03394916_33711.JPEG,French horn,valid +val/n03394916/n03394916_69132.JPEG,French horn,valid +val/n03394916/n03394916_49722.JPEG,French horn,valid +val/n03394916/n03394916_30072.JPEG,French horn,valid +val/n03394916/n03394916_35731.JPEG,French horn,valid +val/n03394916/n03394916_45631.JPEG,French horn,valid +val/n03394916/n03394916_14002.JPEG,French horn,valid +val/n03394916/n03394916_11582.JPEG,French horn,valid +val/n03394916/n03394916_57410.JPEG,French horn,valid +val/n03394916/n03394916_32582.JPEG,French horn,valid +val/n03394916/n03394916_59361.JPEG,French horn,valid +val/n03394916/n03394916_8602.JPEG,French horn,valid +val/n03394916/n03394916_36532.JPEG,French horn,valid +val/n03394916/n03394916_55610.JPEG,French horn,valid +val/n03394916/n03394916_37991.JPEG,French horn,valid +val/n03394916/n03394916_51752.JPEG,French horn,valid +val/n03394916/n03394916_34012.JPEG,French horn,valid +val/n03394916/n03394916_4301.JPEG,French horn,valid +val/n03394916/n03394916_32340.JPEG,French horn,valid +val/n03394916/n03394916_36432.JPEG,French horn,valid +val/n03394916/n03394916_42912.JPEG,French horn,valid +val/n03394916/n03394916_40501.JPEG,French horn,valid +val/n03394916/n03394916_61012.JPEG,French horn,valid +val/n03394916/n03394916_29722.JPEG,French horn,valid +val/n03394916/n03394916_38221.JPEG,French horn,valid +val/n03394916/n03394916_68551.JPEG,French horn,valid +val/n03394916/n03394916_50380.JPEG,French horn,valid +val/n03394916/n03394916_7292.JPEG,French horn,valid +val/n03394916/n03394916_30162.JPEG,French horn,valid +val/n03394916/ILSVRC2012_val_00011691.JPEG,French horn,valid +val/n03394916/n03394916_28421.JPEG,French horn,valid +val/n03394916/n03394916_41871.JPEG,French horn,valid +val/n03394916/ILSVRC2012_val_00025761.JPEG,French horn,valid +val/n03394916/n03394916_19491.JPEG,French horn,valid +val/n03394916/n03394916_44060.JPEG,French horn,valid +val/n03394916/n03394916_29530.JPEG,French horn,valid +val/n03394916/n03394916_28431.JPEG,French horn,valid +val/n03394916/n03394916_25832.JPEG,French horn,valid +val/n03394916/n03394916_46260.JPEG,French horn,valid +val/n03394916/n03394916_46521.JPEG,French horn,valid +val/n03394916/n03394916_40391.JPEG,French horn,valid +val/n03394916/n03394916_33181.JPEG,French horn,valid +val/n03394916/n03394916_32982.JPEG,French horn,valid +val/n03394916/n03394916_56881.JPEG,French horn,valid +val/n03394916/n03394916_30231.JPEG,French horn,valid +val/n03394916/n03394916_47241.JPEG,French horn,valid +val/n03394916/n03394916_4251.JPEG,French horn,valid +val/n03394916/n03394916_60902.JPEG,French horn,valid +val/n03394916/n03394916_44440.JPEG,French horn,valid +val/n03394916/n03394916_35271.JPEG,French horn,valid +val/n03394916/n03394916_180.JPEG,French horn,valid +val/n03394916/n03394916_35812.JPEG,French horn,valid +val/n03394916/n03394916_38782.JPEG,French horn,valid +val/n03394916/n03394916_62451.JPEG,French horn,valid +val/n03394916/n03394916_57922.JPEG,French horn,valid +val/n03394916/n03394916_37161.JPEG,French horn,valid +val/n03394916/n03394916_33380.JPEG,French horn,valid +val/n03394916/n03394916_60810.JPEG,French horn,valid +val/n03394916/n03394916_35811.JPEG,French horn,valid +val/n03394916/n03394916_25670.JPEG,French horn,valid +val/n03394916/n03394916_43022.JPEG,French horn,valid +val/n03394916/n03394916_36982.JPEG,French horn,valid +val/n03394916/n03394916_28971.JPEG,French horn,valid +val/n03394916/n03394916_51440.JPEG,French horn,valid +val/n03394916/n03394916_24391.JPEG,French horn,valid +val/n03394916/n03394916_23942.JPEG,French horn,valid +val/n03394916/n03394916_38041.JPEG,French horn,valid +val/n03394916/n03394916_8640.JPEG,French horn,valid +val/n03394916/n03394916_42732.JPEG,French horn,valid +val/n03394916/n03394916_16781.JPEG,French horn,valid +val/n03394916/n03394916_26391.JPEG,French horn,valid +val/n03394916/n03394916_30310.JPEG,French horn,valid +val/n03394916/n03394916_49600.JPEG,French horn,valid +val/n03394916/n03394916_32411.JPEG,French horn,valid +val/n03394916/n03394916_35200.JPEG,French horn,valid +val/n03394916/n03394916_12292.JPEG,French horn,valid +val/n03394916/n03394916_35182.JPEG,French horn,valid +val/n03394916/n03394916_35620.JPEG,French horn,valid +val/n03394916/n03394916_25781.JPEG,French horn,valid +val/n03394916/n03394916_48881.JPEG,French horn,valid +val/n03394916/n03394916_21092.JPEG,French horn,valid +val/n03394916/n03394916_31032.JPEG,French horn,valid +val/n03394916/n03394916_33940.JPEG,French horn,valid +val/n03394916/n03394916_45760.JPEG,French horn,valid +val/n03394916/n03394916_42721.JPEG,French horn,valid +val/n03394916/n03394916_52191.JPEG,French horn,valid +val/n03394916/n03394916_30432.JPEG,French horn,valid +val/n03394916/n03394916_28830.JPEG,French horn,valid +val/n03394916/n03394916_36172.JPEG,French horn,valid +val/n03394916/n03394916_30460.JPEG,French horn,valid +val/n03394916/n03394916_31860.JPEG,French horn,valid +val/n03394916/n03394916_47300.JPEG,French horn,valid +val/n03394916/n03394916_35542.JPEG,French horn,valid +val/n03394916/n03394916_2151.JPEG,French horn,valid +val/n03394916/n03394916_29752.JPEG,French horn,valid +val/n03394916/n03394916_39500.JPEG,French horn,valid +val/n03394916/n03394916_11571.JPEG,French horn,valid +val/n03394916/n03394916_42550.JPEG,French horn,valid +val/n03394916/n03394916_5811.JPEG,French horn,valid +val/n03394916/n03394916_33481.JPEG,French horn,valid +val/n03394916/n03394916_54320.JPEG,French horn,valid +val/n03394916/n03394916_5461.JPEG,French horn,valid +val/n03394916/n03394916_38201.JPEG,French horn,valid +val/n03394916/n03394916_35740.JPEG,French horn,valid +val/n03394916/n03394916_34051.JPEG,French horn,valid +val/n03394916/n03394916_50730.JPEG,French horn,valid +val/n03394916/n03394916_36420.JPEG,French horn,valid +val/n03394916/n03394916_46941.JPEG,French horn,valid +val/n03394916/n03394916_32550.JPEG,French horn,valid +val/n03394916/n03394916_26260.JPEG,French horn,valid +val/n03394916/n03394916_43121.JPEG,French horn,valid +val/n03394916/n03394916_56850.JPEG,French horn,valid +val/n03394916/n03394916_32272.JPEG,French horn,valid +val/n03394916/n03394916_11330.JPEG,French horn,valid +val/n03394916/n03394916_29311.JPEG,French horn,valid +val/n03394916/n03394916_36380.JPEG,French horn,valid +val/n03394916/n03394916_29861.JPEG,French horn,valid +val/n03000684/n03000684_24020.JPEG,chainsaw,valid +val/n03000684/n03000684_4631.JPEG,chainsaw,valid +val/n03000684/ILSVRC2012_val_00036092.JPEG,chainsaw,valid +val/n03000684/n03000684_9311.JPEG,chainsaw,valid +val/n03000684/n03000684_29462.JPEG,chainsaw,valid +val/n03000684/n03000684_17330.JPEG,chainsaw,valid +val/n03000684/n03000684_7920.JPEG,chainsaw,valid +val/n03000684/n03000684_3072.JPEG,chainsaw,valid +val/n03000684/n03000684_16611.JPEG,chainsaw,valid +val/n03000684/n03000684_2820.JPEG,chainsaw,valid +val/n03000684/n03000684_17272.JPEG,chainsaw,valid +val/n03000684/n03000684_32320.JPEG,chainsaw,valid +val/n03000684/n03000684_11180.JPEG,chainsaw,valid +val/n03000684/n03000684_16481.JPEG,chainsaw,valid +val/n03000684/n03000684_19211.JPEG,chainsaw,valid +val/n03000684/n03000684_5841.JPEG,chainsaw,valid +val/n03000684/n03000684_17132.JPEG,chainsaw,valid +val/n03000684/n03000684_31930.JPEG,chainsaw,valid +val/n03000684/n03000684_1692.JPEG,chainsaw,valid +val/n03000684/n03000684_12670.JPEG,chainsaw,valid +val/n03000684/n03000684_28711.JPEG,chainsaw,valid +val/n03000684/n03000684_7822.JPEG,chainsaw,valid +val/n03000684/n03000684_5641.JPEG,chainsaw,valid +val/n03000684/n03000684_8560.JPEG,chainsaw,valid +val/n03000684/n03000684_9440.JPEG,chainsaw,valid +val/n03000684/n03000684_10200.JPEG,chainsaw,valid +val/n03000684/n03000684_13402.JPEG,chainsaw,valid +val/n03000684/n03000684_5041.JPEG,chainsaw,valid +val/n03000684/n03000684_2421.JPEG,chainsaw,valid +val/n03000684/n03000684_34132.JPEG,chainsaw,valid +val/n03000684/n03000684_711.JPEG,chainsaw,valid +val/n03000684/n03000684_13352.JPEG,chainsaw,valid +val/n03000684/n03000684_8800.JPEG,chainsaw,valid +val/n03000684/n03000684_10302.JPEG,chainsaw,valid 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+val/n03000684/n03000684_10902.JPEG,chainsaw,valid +val/n03000684/n03000684_16291.JPEG,chainsaw,valid +val/n03000684/n03000684_7312.JPEG,chainsaw,valid +val/n03000684/n03000684_4210.JPEG,chainsaw,valid +val/n03000684/n03000684_14720.JPEG,chainsaw,valid +val/n03000684/n03000684_20290.JPEG,chainsaw,valid +val/n03000684/n03000684_2980.JPEG,chainsaw,valid +val/n03000684/n03000684_12470.JPEG,chainsaw,valid +val/n03000684/n03000684_1122.JPEG,chainsaw,valid +val/n03000684/n03000684_17082.JPEG,chainsaw,valid +val/n03000684/n03000684_18140.JPEG,chainsaw,valid +val/n03000684/n03000684_5500.JPEG,chainsaw,valid +val/n03000684/n03000684_2960.JPEG,chainsaw,valid +val/n03000684/n03000684_16151.JPEG,chainsaw,valid +val/n03000684/n03000684_16171.JPEG,chainsaw,valid +val/n03000684/n03000684_6021.JPEG,chainsaw,valid +val/n03000684/n03000684_6160.JPEG,chainsaw,valid +val/n03000684/n03000684_17902.JPEG,chainsaw,valid +val/n03000684/n03000684_11090.JPEG,chainsaw,valid +val/n03000684/n03000684_8140.JPEG,chainsaw,valid +val/n03000684/n03000684_18020.JPEG,chainsaw,valid +val/n03000684/n03000684_12052.JPEG,chainsaw,valid +val/n03000684/n03000684_7400.JPEG,chainsaw,valid +val/n03000684/n03000684_10790.JPEG,chainsaw,valid +val/n03000684/n03000684_2350.JPEG,chainsaw,valid +val/n03000684/n03000684_15202.JPEG,chainsaw,valid +val/n03000684/n03000684_15980.JPEG,chainsaw,valid +val/n03000684/n03000684_14600.JPEG,chainsaw,valid +val/n03000684/n03000684_6471.JPEG,chainsaw,valid +val/n03445777/n03445777_3540.JPEG,golf ball,valid +val/n03445777/n03445777_3132.JPEG,golf ball,valid +val/n03445777/n03445777_451.JPEG,golf ball,valid +val/n03445777/n03445777_10862.JPEG,golf ball,valid +val/n03445777/n03445777_3970.JPEG,golf ball,valid +val/n03445777/n03445777_15131.JPEG,golf ball,valid +val/n03445777/n03445777_14281.JPEG,golf ball,valid +val/n03445777/n03445777_2031.JPEG,golf ball,valid +val/n03445777/n03445777_4852.JPEG,golf ball,valid +val/n03445777/n03445777_4061.JPEG,golf ball,valid +val/n03445777/n03445777_3222.JPEG,golf ball,valid +val/n03445777/n03445777_8971.JPEG,golf ball,valid +val/n03445777/n03445777_4622.JPEG,golf ball,valid +val/n03445777/n03445777_3530.JPEG,golf ball,valid +val/n03445777/n03445777_8552.JPEG,golf ball,valid +val/n03445777/n03445777_16331.JPEG,golf ball,valid +val/n03445777/n03445777_1482.JPEG,golf ball,valid +val/n03445777/n03445777_210.JPEG,golf ball,valid +val/n03445777/ILSVRC2012_val_00011431.JPEG,golf ball,valid +val/n03445777/n03445777_14362.JPEG,golf ball,valid +val/n03445777/n03445777_15810.JPEG,golf ball,valid +val/n03445777/n03445777_13831.JPEG,golf ball,valid +val/n03445777/n03445777_9220.JPEG,golf ball,valid +val/n03445777/n03445777_7310.JPEG,golf ball,valid +val/n03445777/n03445777_16321.JPEG,golf ball,valid +val/n03445777/n03445777_4290.JPEG,golf ball,valid +val/n03445777/n03445777_12262.JPEG,golf ball,valid +val/n03445777/n03445777_2611.JPEG,golf ball,valid 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+val/n03445777/n03445777_2071.JPEG,golf ball,valid +val/n03445777/n03445777_6380.JPEG,golf ball,valid +val/n03445777/n03445777_3421.JPEG,golf ball,valid +val/n03445777/n03445777_4211.JPEG,golf ball,valid +val/n03445777/n03445777_10141.JPEG,golf ball,valid +val/n03445777/n03445777_200.JPEG,golf ball,valid +val/n03445777/n03445777_3122.JPEG,golf ball,valid +val/n03445777/n03445777_3761.JPEG,golf ball,valid +val/n03445777/n03445777_20400.JPEG,golf ball,valid +val/n03445777/n03445777_14531.JPEG,golf ball,valid +val/n03445777/n03445777_3321.JPEG,golf ball,valid +val/n03445777/n03445777_71.JPEG,golf ball,valid +val/n03445777/n03445777_10442.JPEG,golf ball,valid +val/n03445777/n03445777_10760.JPEG,golf ball,valid +val/n03445777/n03445777_7580.JPEG,golf ball,valid +val/n03445777/n03445777_8541.JPEG,golf ball,valid +val/n03445777/n03445777_8641.JPEG,golf ball,valid +val/n03445777/n03445777_6621.JPEG,golf ball,valid +val/n03445777/n03445777_230.JPEG,golf ball,valid +val/n03445777/n03445777_7641.JPEG,golf ball,valid +val/n03445777/n03445777_4070.JPEG,golf ball,valid +val/n03445777/n03445777_1962.JPEG,golf ball,valid +val/n03445777/n03445777_7480.JPEG,golf ball,valid +val/n03445777/n03445777_3981.JPEG,golf ball,valid +val/n03445777/n03445777_5670.JPEG,golf ball,valid +val/n03445777/n03445777_6201.JPEG,golf ball,valid +val/n03445777/n03445777_9572.JPEG,golf ball,valid +val/n03445777/n03445777_5991.JPEG,golf ball,valid +val/n03445777/n03445777_10671.JPEG,golf ball,valid +val/n03445777/n03445777_10520.JPEG,golf ball,valid +val/n03445777/n03445777_6080.JPEG,golf ball,valid +val/n03445777/n03445777_3192.JPEG,golf ball,valid +val/n03445777/n03445777_6081.JPEG,golf ball,valid +val/n03445777/n03445777_9381.JPEG,golf ball,valid +val/n03445777/n03445777_7011.JPEG,golf ball,valid +val/n03445777/n03445777_10042.JPEG,golf ball,valid +val/n03445777/n03445777_1530.JPEG,golf ball,valid +val/n03445777/n03445777_8820.JPEG,golf ball,valid +val/n03445777/n03445777_2312.JPEG,golf ball,valid +val/n03445777/n03445777_3722.JPEG,golf ball,valid +val/n03445777/n03445777_1781.JPEG,golf ball,valid +val/n03445777/n03445777_1971.JPEG,golf ball,valid +val/n03445777/n03445777_1292.JPEG,golf ball,valid +val/n03445777/n03445777_6721.JPEG,golf ball,valid +val/n03445777/n03445777_19001.JPEG,golf ball,valid +val/n03445777/n03445777_3391.JPEG,golf ball,valid +val/n03445777/n03445777_4390.JPEG,golf ball,valid +val/n03445777/n03445777_12772.JPEG,golf ball,valid +val/n03445777/n03445777_2070.JPEG,golf ball,valid +val/n03445777/n03445777_7212.JPEG,golf ball,valid +val/n03445777/n03445777_4671.JPEG,golf ball,valid +val/n03445777/n03445777_6181.JPEG,golf ball,valid +val/n03445777/n03445777_10071.JPEG,golf ball,valid +val/n03445777/n03445777_13671.JPEG,golf ball,valid +val/n03445777/n03445777_12480.JPEG,golf ball,valid +val/n03445777/n03445777_14381.JPEG,golf ball,valid +val/n03445777/n03445777_5912.JPEG,golf ball,valid +val/n03445777/n03445777_7991.JPEG,golf ball,valid +val/n03445777/n03445777_850.JPEG,golf ball,valid +val/n03445777/n03445777_8790.JPEG,golf ball,valid +val/n03445777/n03445777_13672.JPEG,golf ball,valid +val/n03445777/n03445777_8610.JPEG,golf ball,valid +val/n03445777/n03445777_4872.JPEG,golf ball,valid +val/n03445777/n03445777_6042.JPEG,golf ball,valid +val/n03445777/n03445777_6091.JPEG,golf ball,valid +val/n03445777/n03445777_13311.JPEG,golf ball,valid +val/n03445777/n03445777_3780.JPEG,golf ball,valid +val/n03445777/n03445777_12172.JPEG,golf ball,valid +val/n03445777/n03445777_6101.JPEG,golf ball,valid +val/n03445777/n03445777_261.JPEG,golf ball,valid +val/n03445777/n03445777_3892.JPEG,golf ball,valid +val/n03445777/n03445777_3800.JPEG,golf ball,valid +val/n03445777/n03445777_711.JPEG,golf ball,valid +val/n03445777/n03445777_6451.JPEG,golf ball,valid +val/n03445777/ILSVRC2012_val_00009902.JPEG,golf ball,valid +val/n03445777/n03445777_9171.JPEG,golf ball,valid +val/n03445777/n03445777_10030.JPEG,golf ball,valid +val/n03445777/n03445777_7091.JPEG,golf ball,valid +val/n03445777/n03445777_9552.JPEG,golf ball,valid +val/n03445777/n03445777_15152.JPEG,golf ball,valid +val/n03445777/ILSVRC2012_val_00025591.JPEG,golf ball,valid +val/n03445777/n03445777_11011.JPEG,golf ball,valid +val/n03445777/n03445777_16491.JPEG,golf ball,valid +val/n03445777/n03445777_1091.JPEG,golf ball,valid +val/n03445777/n03445777_8550.JPEG,golf ball,valid +val/n03445777/n03445777_7791.JPEG,golf ball,valid +val/n03445777/n03445777_16192.JPEG,golf ball,valid +val/n03445777/n03445777_1922.JPEG,golf ball,valid +val/n03445777/n03445777_2770.JPEG,golf ball,valid +val/n03445777/n03445777_6350.JPEG,golf ball,valid +val/n03445777/n03445777_7931.JPEG,golf ball,valid +val/n03445777/n03445777_9411.JPEG,golf ball,valid +val/n03445777/n03445777_4731.JPEG,golf ball,valid +val/n03445777/n03445777_4101.JPEG,golf ball,valid +val/n03445777/n03445777_9340.JPEG,golf ball,valid +val/n03445777/n03445777_3992.JPEG,golf ball,valid +val/n03445777/n03445777_8840.JPEG,golf ball,valid +val/n03445777/n03445777_9000.JPEG,golf ball,valid +val/n03445777/n03445777_18412.JPEG,golf ball,valid +val/n03445777/n03445777_8192.JPEG,golf ball,valid +val/n03445777/n03445777_2511.JPEG,golf ball,valid +val/n03445777/n03445777_3311.JPEG,golf ball,valid +val/n03445777/n03445777_14720.JPEG,golf ball,valid +val/n03445777/n03445777_3060.JPEG,golf ball,valid +val/n03445777/n03445777_7181.JPEG,golf ball,valid +val/n03445777/ILSVRC2012_val_00038790.JPEG,golf ball,valid +val/n03445777/n03445777_2530.JPEG,golf ball,valid +val/n03445777/n03445777_3922.JPEG,golf ball,valid +val/n03445777/n03445777_5851.JPEG,golf ball,valid +val/n03445777/n03445777_11690.JPEG,golf ball,valid +val/n03445777/n03445777_8842.JPEG,golf ball,valid +val/n03445777/n03445777_9380.JPEG,golf ball,valid +val/n03445777/n03445777_2860.JPEG,golf ball,valid +val/n03445777/n03445777_3900.JPEG,golf ball,valid +val/n03445777/n03445777_13960.JPEG,golf ball,valid +val/n03445777/n03445777_15510.JPEG,golf ball,valid +val/n03445777/n03445777_16392.JPEG,golf ball,valid +val/n03445777/n03445777_17221.JPEG,golf ball,valid +val/n03445777/n03445777_5310.JPEG,golf ball,valid +val/n03445777/n03445777_18491.JPEG,golf ball,valid +val/n03445777/n03445777_7652.JPEG,golf ball,valid +val/n03445777/n03445777_13911.JPEG,golf ball,valid +val/n03445777/n03445777_10750.JPEG,golf ball,valid +val/n03445777/n03445777_5222.JPEG,golf ball,valid +val/n03445777/n03445777_5810.JPEG,golf ball,valid +val/n03445777/n03445777_11150.JPEG,golf ball,valid +val/n03445777/n03445777_11822.JPEG,golf ball,valid +val/n03445777/n03445777_5971.JPEG,golf ball,valid +val/n03445777/n03445777_10721.JPEG,golf ball,valid +val/n03445777/n03445777_10592.JPEG,golf ball,valid +val/n03445777/n03445777_13011.JPEG,golf ball,valid +val/n03445777/n03445777_8980.JPEG,golf ball,valid +val/n03445777/n03445777_3030.JPEG,golf ball,valid +val/n03445777/n03445777_4042.JPEG,golf ball,valid +val/n03445777/n03445777_2360.JPEG,golf ball,valid +val/n03445777/ILSVRC2012_val_00020781.JPEG,golf ball,valid +val/n03445777/n03445777_12500.JPEG,golf ball,valid +val/n03445777/n03445777_8242.JPEG,golf ball,valid +val/n03445777/n03445777_2362.JPEG,golf ball,valid +val/n03445777/n03445777_8732.JPEG,golf ball,valid +val/n03445777/ILSVRC2012_val_00014102.JPEG,golf ball,valid +val/n03445777/n03445777_2332.JPEG,golf ball,valid +val/n03445777/n03445777_5492.JPEG,golf ball,valid +val/n03445777/n03445777_5720.JPEG,golf ball,valid +val/n03445777/n03445777_14112.JPEG,golf ball,valid +val/n03445777/n03445777_6881.JPEG,golf ball,valid +val/n03445777/n03445777_8380.JPEG,golf ball,valid +val/n03445777/n03445777_6421.JPEG,golf ball,valid +val/n03445777/n03445777_2441.JPEG,golf ball,valid +val/n03445777/n03445777_7152.JPEG,golf ball,valid +val/n03445777/n03445777_11401.JPEG,golf ball,valid +val/n03445777/n03445777_8861.JPEG,golf ball,valid +val/n03445777/n03445777_2432.JPEG,golf ball,valid +val/n03445777/ILSVRC2012_val_00041672.JPEG,golf ball,valid +val/n03445777/n03445777_3252.JPEG,golf ball,valid +val/n03445777/n03445777_16220.JPEG,golf ball,valid +val/n03445777/n03445777_5812.JPEG,golf ball,valid +val/n03445777/n03445777_1252.JPEG,golf ball,valid +val/n03445777/ILSVRC2012_val_00020502.JPEG,golf ball,valid +val/n03445777/n03445777_4352.JPEG,golf ball,valid +val/n03445777/n03445777_4082.JPEG,golf ball,valid +val/n03445777/n03445777_3260.JPEG,golf ball,valid +val/n03445777/n03445777_2151.JPEG,golf ball,valid +val/n03445777/n03445777_7630.JPEG,golf ball,valid +val/n03445777/n03445777_3011.JPEG,golf ball,valid +val/n03445777/n03445777_14232.JPEG,golf ball,valid +val/n03445777/n03445777_752.JPEG,golf ball,valid +val/n03445777/n03445777_12920.JPEG,golf ball,valid +val/n03445777/n03445777_6071.JPEG,golf ball,valid +val/n03445777/n03445777_12862.JPEG,golf ball,valid +val/n03445777/n03445777_8060.JPEG,golf ball,valid +val/n03445777/n03445777_7691.JPEG,golf ball,valid +val/n03445777/n03445777_17311.JPEG,golf ball,valid +val/n03445777/n03445777_13490.JPEG,golf ball,valid +val/n03445777/n03445777_5270.JPEG,golf ball,valid +val/n03445777/n03445777_18631.JPEG,golf ball,valid +val/n03445777/ILSVRC2012_val_00011581.JPEG,golf ball,valid +val/n03445777/n03445777_6590.JPEG,golf ball,valid +val/n03445777/n03445777_3440.JPEG,golf ball,valid +val/n03445777/n03445777_5941.JPEG,golf ball,valid +val/n03445777/n03445777_10632.JPEG,golf ball,valid +val/n03445777/n03445777_2951.JPEG,golf ball,valid +val/n03445777/n03445777_1311.JPEG,golf ball,valid +val/n03445777/n03445777_1281.JPEG,golf ball,valid +val/n03445777/n03445777_9880.JPEG,golf ball,valid +val/n03445777/n03445777_392.JPEG,golf ball,valid +val/n03445777/n03445777_7001.JPEG,golf ball,valid +val/n03445777/n03445777_980.JPEG,golf ball,valid +val/n03445777/n03445777_101.JPEG,golf ball,valid +val/n03445777/n03445777_490.JPEG,golf ball,valid +val/n03445777/n03445777_6551.JPEG,golf ball,valid +val/n03445777/n03445777_8332.JPEG,golf ball,valid +val/n03445777/n03445777_12882.JPEG,golf ball,valid +val/n03445777/ILSVRC2012_val_00008161.JPEG,golf ball,valid +val/n03445777/n03445777_2412.JPEG,golf ball,valid +val/n03445777/n03445777_9270.JPEG,golf ball,valid +val/n03445777/n03445777_16150.JPEG,golf ball,valid +val/n03445777/n03445777_8010.JPEG,golf ball,valid +val/n03445777/n03445777_5901.JPEG,golf ball,valid +val/n03445777/n03445777_4382.JPEG,golf ball,valid +val/n03445777/n03445777_10782.JPEG,golf ball,valid +val/n03445777/n03445777_4062.JPEG,golf ball,valid +val/n03445777/n03445777_172.JPEG,golf ball,valid +val/n03445777/n03445777_9921.JPEG,golf ball,valid +val/n03445777/n03445777_18531.JPEG,golf ball,valid +val/n03445777/n03445777_9300.JPEG,golf ball,valid +val/n03445777/n03445777_5131.JPEG,golf ball,valid +val/n03445777/n03445777_11481.JPEG,golf ball,valid +val/n03445777/n03445777_8620.JPEG,golf ball,valid +val/n03445777/n03445777_501.JPEG,golf ball,valid +val/n03445777/n03445777_4711.JPEG,golf ball,valid +val/n03445777/n03445777_7650.JPEG,golf ball,valid +val/n03445777/n03445777_9971.JPEG,golf ball,valid +val/n03445777/n03445777_2881.JPEG,golf ball,valid +val/n03445777/n03445777_4520.JPEG,golf ball,valid +val/n03445777/n03445777_5712.JPEG,golf ball,valid +val/n03445777/n03445777_4512.JPEG,golf ball,valid +val/n03445777/n03445777_4832.JPEG,golf ball,valid +val/n03445777/n03445777_5300.JPEG,golf ball,valid +val/n03445777/n03445777_7552.JPEG,golf ball,valid +val/n03445777/n03445777_602.JPEG,golf ball,valid +val/n03445777/n03445777_7930.JPEG,golf ball,valid +val/n03445777/n03445777_6441.JPEG,golf ball,valid +val/n03445777/n03445777_15162.JPEG,golf ball,valid +val/n03445777/n03445777_471.JPEG,golf ball,valid +val/n03445777/n03445777_15950.JPEG,golf ball,valid +val/n03445777/n03445777_2251.JPEG,golf ball,valid +val/n03445777/n03445777_4650.JPEG,golf ball,valid +val/n03445777/n03445777_7902.JPEG,golf ball,valid +val/n03445777/n03445777_10401.JPEG,golf ball,valid +val/n03445777/n03445777_5462.JPEG,golf ball,valid +val/n03445777/n03445777_11162.JPEG,golf ball,valid +val/n03445777/n03445777_12640.JPEG,golf ball,valid +val/n03445777/n03445777_532.JPEG,golf ball,valid +val/n03445777/n03445777_9120.JPEG,golf ball,valid +val/n03445777/n03445777_16360.JPEG,golf ball,valid +val/n03445777/n03445777_10581.JPEG,golf ball,valid +val/n03445777/n03445777_5342.JPEG,golf ball,valid +val/n03445777/n03445777_17042.JPEG,golf ball,valid +val/n03445777/n03445777_15880.JPEG,golf ball,valid +val/n03445777/n03445777_8681.JPEG,golf ball,valid +val/n03445777/n03445777_520.JPEG,golf ball,valid +val/n03445777/n03445777_13680.JPEG,golf ball,valid +val/n03445777/n03445777_6432.JPEG,golf ball,valid +val/n03445777/n03445777_9771.JPEG,golf ball,valid +val/n03445777/n03445777_9330.JPEG,golf ball,valid +val/n03445777/n03445777_110.JPEG,golf ball,valid +val/n03445777/n03445777_5031.JPEG,golf ball,valid +val/n03445777/ILSVRC2012_val_00022792.JPEG,golf ball,valid +val/n03445777/n03445777_4561.JPEG,golf ball,valid +val/n03445777/n03445777_16332.JPEG,golf ball,valid +val/n03445777/n03445777_790.JPEG,golf ball,valid +val/n03445777/n03445777_1390.JPEG,golf ball,valid +val/n03445777/n03445777_7251.JPEG,golf ball,valid +val/n03445777/n03445777_9442.JPEG,golf ball,valid +val/n03445777/n03445777_8091.JPEG,golf ball,valid +val/n03445777/n03445777_12202.JPEG,golf ball,valid +val/n03445777/n03445777_4220.JPEG,golf ball,valid +val/n03445777/n03445777_4641.JPEG,golf ball,valid +val/n03445777/n03445777_3142.JPEG,golf ball,valid +val/n03445777/n03445777_3090.JPEG,golf ball,valid +val/n03445777/n03445777_10550.JPEG,golf ball,valid +val/n03445777/n03445777_13570.JPEG,golf ball,valid +val/n03445777/n03445777_11122.JPEG,golf ball,valid +val/n03445777/n03445777_1132.JPEG,golf ball,valid +val/n03445777/n03445777_20061.JPEG,golf ball,valid +val/n03445777/n03445777_14731.JPEG,golf ball,valid +val/n03445777/n03445777_5790.JPEG,golf ball,valid +val/n03445777/n03445777_340.JPEG,golf ball,valid +val/n03445777/n03445777_1460.JPEG,golf ball,valid +val/n03445777/n03445777_9850.JPEG,golf ball,valid +val/n03445777/n03445777_3291.JPEG,golf ball,valid +val/n03445777/n03445777_9762.JPEG,golf ball,valid +val/n03445777/n03445777_1072.JPEG,golf ball,valid +val/n03445777/n03445777_5382.JPEG,golf ball,valid +val/n03445777/ILSVRC2012_val_00036171.JPEG,golf ball,valid +val/n03445777/n03445777_13161.JPEG,golf ball,valid +val/n03445777/n03445777_3471.JPEG,golf ball,valid +val/n03445777/n03445777_16051.JPEG,golf ball,valid +val/n03445777/n03445777_531.JPEG,golf ball,valid +val/n03445777/n03445777_10762.JPEG,golf ball,valid +val/n03445777/n03445777_1401.JPEG,golf ball,valid +val/n03445777/n03445777_622.JPEG,golf ball,valid +val/n03445777/n03445777_13462.JPEG,golf ball,valid +val/n03445777/n03445777_9900.JPEG,golf ball,valid +val/n03445777/n03445777_9090.JPEG,golf ball,valid +val/n03445777/n03445777_10560.JPEG,golf ball,valid +val/n03445777/n03445777_4162.JPEG,golf ball,valid +val/n03445777/n03445777_5862.JPEG,golf ball,valid +val/n03445777/n03445777_10622.JPEG,golf ball,valid +val/n03445777/n03445777_13640.JPEG,golf ball,valid +val/n03445777/n03445777_16320.JPEG,golf ball,valid +val/n03445777/n03445777_7670.JPEG,golf ball,valid +val/n03445777/n03445777_5592.JPEG,golf ball,valid +val/n03445777/n03445777_3890.JPEG,golf ball,valid +val/n03445777/n03445777_551.JPEG,golf ball,valid +val/n03445777/n03445777_12490.JPEG,golf ball,valid +val/n03445777/n03445777_5240.JPEG,golf ball,valid +val/n03445777/n03445777_10410.JPEG,golf ball,valid +val/n03445777/n03445777_482.JPEG,golf ball,valid +val/n03445777/n03445777_5280.JPEG,golf ball,valid +val/n03445777/n03445777_3301.JPEG,golf ball,valid +val/n03445777/n03445777_5861.JPEG,golf ball,valid +val/n03445777/n03445777_6761.JPEG,golf ball,valid +val/n03445777/n03445777_9740.JPEG,golf ball,valid +val/n03445777/n03445777_3651.JPEG,golf ball,valid +val/n03445777/n03445777_5582.JPEG,golf ball,valid +val/n03445777/n03445777_832.JPEG,golf ball,valid +val/n03445777/n03445777_2262.JPEG,golf ball,valid +val/n03445777/n03445777_1152.JPEG,golf ball,valid +val/n03445777/n03445777_7711.JPEG,golf ball,valid +val/n03445777/n03445777_13480.JPEG,golf ball,valid +val/n03445777/n03445777_9892.JPEG,golf ball,valid +val/n03445777/n03445777_8712.JPEG,golf ball,valid +val/n03445777/n03445777_3410.JPEG,golf ball,valid +val/n03445777/n03445777_3171.JPEG,golf ball,valid +val/n03445777/n03445777_18292.JPEG,golf ball,valid +val/n03445777/n03445777_3462.JPEG,golf ball,valid +val/n03445777/n03445777_882.JPEG,golf ball,valid +val/n03445777/n03445777_1291.JPEG,golf ball,valid +val/n03445777/n03445777_4291.JPEG,golf ball,valid +val/n03445777/n03445777_6242.JPEG,golf ball,valid +val/n03445777/n03445777_11642.JPEG,golf ball,valid +val/n03445777/n03445777_4371.JPEG,golf ball,valid +val/n03445777/n03445777_6360.JPEG,golf ball,valid +val/n03445777/n03445777_7382.JPEG,golf ball,valid +val/n03445777/n03445777_12030.JPEG,golf ball,valid +val/n03445777/n03445777_9151.JPEG,golf ball,valid +val/n03445777/n03445777_1002.JPEG,golf ball,valid +val/n03445777/n03445777_20572.JPEG,golf ball,valid +val/n03445777/n03445777_4901.JPEG,golf ball,valid +val/n03445777/n03445777_17492.JPEG,golf ball,valid +val/n03445777/n03445777_7090.JPEG,golf ball,valid +val/n03425413/n03425413_10022.JPEG,gas pump,valid +val/n03425413/n03425413_14600.JPEG,gas pump,valid +val/n03425413/n03425413_3471.JPEG,gas pump,valid +val/n03425413/n03425413_15700.JPEG,gas pump,valid +val/n03425413/n03425413_6772.JPEG,gas pump,valid +val/n03425413/n03425413_1342.JPEG,gas pump,valid +val/n03425413/n03425413_18571.JPEG,gas pump,valid +val/n03425413/n03425413_21880.JPEG,gas pump,valid +val/n03425413/n03425413_7731.JPEG,gas pump,valid +val/n03425413/n03425413_15050.JPEG,gas pump,valid +val/n03425413/n03425413_13072.JPEG,gas pump,valid +val/n03425413/n03425413_13170.JPEG,gas pump,valid +val/n03425413/n03425413_2141.JPEG,gas pump,valid +val/n03425413/n03425413_13970.JPEG,gas pump,valid +val/n03425413/n03425413_8441.JPEG,gas pump,valid +val/n03425413/n03425413_15312.JPEG,gas pump,valid +val/n03425413/n03425413_20500.JPEG,gas pump,valid +val/n03425413/n03425413_28881.JPEG,gas pump,valid +val/n03425413/ILSVRC2012_val_00017350.JPEG,gas pump,valid +val/n03425413/n03425413_14740.JPEG,gas pump,valid +val/n03425413/n03425413_1672.JPEG,gas pump,valid +val/n03425413/n03425413_2361.JPEG,gas pump,valid +val/n03425413/n03425413_1610.JPEG,gas pump,valid +val/n03425413/n03425413_14792.JPEG,gas pump,valid +val/n03425413/n03425413_3602.JPEG,gas pump,valid +val/n03425413/n03425413_1351.JPEG,gas pump,valid +val/n03425413/n03425413_13751.JPEG,gas pump,valid +val/n03425413/n03425413_27571.JPEG,gas pump,valid +val/n03425413/n03425413_9421.JPEG,gas pump,valid +val/n03425413/n03425413_15070.JPEG,gas pump,valid +val/n03425413/n03425413_4750.JPEG,gas pump,valid +val/n03425413/n03425413_16972.JPEG,gas pump,valid +val/n03425413/n03425413_21332.JPEG,gas pump,valid +val/n03425413/n03425413_21162.JPEG,gas pump,valid +val/n03425413/n03425413_21270.JPEG,gas pump,valid +val/n03425413/n03425413_10942.JPEG,gas pump,valid +val/n03425413/n03425413_20121.JPEG,gas pump,valid +val/n03425413/n03425413_25410.JPEG,gas pump,valid +val/n03425413/n03425413_21362.JPEG,gas pump,valid +val/n03425413/n03425413_16661.JPEG,gas pump,valid +val/n03425413/n03425413_8012.JPEG,gas pump,valid +val/n03425413/n03425413_21730.JPEG,gas pump,valid +val/n03425413/n03425413_10621.JPEG,gas pump,valid +val/n03425413/ILSVRC2012_val_00035242.JPEG,gas pump,valid +val/n03425413/n03425413_14570.JPEG,gas pump,valid +val/n03425413/n03425413_12092.JPEG,gas pump,valid +val/n03425413/n03425413_732.JPEG,gas pump,valid +val/n03425413/n03425413_27010.JPEG,gas pump,valid +val/n03425413/n03425413_12982.JPEG,gas pump,valid +val/n03425413/n03425413_13060.JPEG,gas pump,valid +val/n03425413/n03425413_10771.JPEG,gas pump,valid +val/n03425413/n03425413_6271.JPEG,gas pump,valid +val/n03425413/n03425413_8761.JPEG,gas pump,valid +val/n03425413/n03425413_11180.JPEG,gas pump,valid +val/n03425413/n03425413_21341.JPEG,gas pump,valid +val/n03425413/n03425413_3260.JPEG,gas pump,valid +val/n03425413/n03425413_13012.JPEG,gas pump,valid +val/n03425413/n03425413_26470.JPEG,gas pump,valid +val/n03425413/n03425413_16782.JPEG,gas pump,valid +val/n03425413/n03425413_8901.JPEG,gas pump,valid +val/n03425413/n03425413_17851.JPEG,gas pump,valid +val/n03425413/n03425413_13080.JPEG,gas pump,valid +val/n03425413/n03425413_19282.JPEG,gas pump,valid +val/n03425413/n03425413_28350.JPEG,gas pump,valid +val/n03425413/n03425413_11370.JPEG,gas pump,valid +val/n03425413/n03425413_12710.JPEG,gas pump,valid +val/n03425413/n03425413_21591.JPEG,gas pump,valid +val/n03425413/n03425413_8641.JPEG,gas pump,valid +val/n03425413/n03425413_14622.JPEG,gas pump,valid +val/n03425413/n03425413_18752.JPEG,gas pump,valid +val/n03425413/n03425413_19221.JPEG,gas pump,valid +val/n03425413/n03425413_8302.JPEG,gas pump,valid +val/n03425413/n03425413_31710.JPEG,gas pump,valid +val/n03425413/n03425413_17000.JPEG,gas pump,valid +val/n03425413/n03425413_23451.JPEG,gas pump,valid +val/n03425413/n03425413_1631.JPEG,gas pump,valid +val/n03425413/n03425413_212.JPEG,gas pump,valid +val/n03425413/ILSVRC2012_val_00020951.JPEG,gas pump,valid +val/n03425413/n03425413_23912.JPEG,gas pump,valid +val/n03425413/n03425413_16221.JPEG,gas pump,valid +val/n03425413/n03425413_14590.JPEG,gas pump,valid +val/n03425413/n03425413_13180.JPEG,gas pump,valid +val/n03425413/n03425413_14870.JPEG,gas pump,valid +val/n03425413/n03425413_18040.JPEG,gas pump,valid +val/n03425413/n03425413_18390.JPEG,gas pump,valid +val/n03425413/n03425413_2390.JPEG,gas pump,valid +val/n03425413/n03425413_14720.JPEG,gas pump,valid +val/n03425413/n03425413_21301.JPEG,gas pump,valid +val/n03425413/n03425413_15622.JPEG,gas pump,valid +val/n03425413/n03425413_22092.JPEG,gas pump,valid +val/n03425413/n03425413_27462.JPEG,gas pump,valid +val/n03425413/n03425413_18871.JPEG,gas pump,valid +val/n03425413/n03425413_1932.JPEG,gas pump,valid +val/n03425413/n03425413_21282.JPEG,gas pump,valid +val/n03425413/n03425413_33031.JPEG,gas pump,valid +val/n03425413/n03425413_19092.JPEG,gas pump,valid +val/n03425413/n03425413_4661.JPEG,gas pump,valid +val/n03425413/n03425413_18252.JPEG,gas pump,valid +val/n03425413/n03425413_13620.JPEG,gas pump,valid +val/n03425413/ILSVRC2012_val_00000732.JPEG,gas pump,valid +val/n03425413/n03425413_4511.JPEG,gas pump,valid +val/n03425413/n03425413_7292.JPEG,gas pump,valid +val/n03425413/n03425413_13502.JPEG,gas pump,valid +val/n03425413/n03425413_18562.JPEG,gas pump,valid +val/n03425413/n03425413_5072.JPEG,gas pump,valid +val/n03425413/n03425413_18750.JPEG,gas pump,valid +val/n03425413/n03425413_11731.JPEG,gas pump,valid +val/n03425413/n03425413_20690.JPEG,gas pump,valid +val/n03425413/n03425413_7412.JPEG,gas pump,valid +val/n03425413/n03425413_2151.JPEG,gas pump,valid +val/n03425413/n03425413_23251.JPEG,gas pump,valid +val/n03425413/n03425413_17591.JPEG,gas pump,valid +val/n03425413/n03425413_11061.JPEG,gas pump,valid +val/n03425413/n03425413_14361.JPEG,gas pump,valid +val/n03425413/n03425413_430.JPEG,gas pump,valid +val/n03425413/n03425413_11470.JPEG,gas pump,valid +val/n03425413/n03425413_13382.JPEG,gas pump,valid +val/n03425413/n03425413_8062.JPEG,gas pump,valid +val/n03425413/n03425413_24522.JPEG,gas pump,valid +val/n03425413/n03425413_7262.JPEG,gas pump,valid +val/n03425413/n03425413_7371.JPEG,gas pump,valid +val/n03425413/n03425413_10450.JPEG,gas pump,valid +val/n03425413/n03425413_11092.JPEG,gas pump,valid +val/n03425413/n03425413_15131.JPEG,gas pump,valid +val/n03425413/n03425413_4532.JPEG,gas pump,valid +val/n03425413/n03425413_13120.JPEG,gas pump,valid +val/n03425413/n03425413_16992.JPEG,gas pump,valid +val/n03425413/n03425413_17001.JPEG,gas pump,valid +val/n03425413/n03425413_2840.JPEG,gas pump,valid +val/n03425413/n03425413_1491.JPEG,gas pump,valid +val/n03425413/n03425413_31961.JPEG,gas pump,valid +val/n03425413/n03425413_28542.JPEG,gas pump,valid +val/n03425413/n03425413_6882.JPEG,gas pump,valid +val/n03425413/ILSVRC2012_val_00001432.JPEG,gas pump,valid +val/n03425413/n03425413_16202.JPEG,gas pump,valid +val/n03425413/n03425413_15291.JPEG,gas pump,valid +val/n03425413/n03425413_13770.JPEG,gas pump,valid +val/n03425413/n03425413_260.JPEG,gas pump,valid +val/n03425413/n03425413_13231.JPEG,gas pump,valid +val/n03425413/ILSVRC2012_val_00004860.JPEG,gas pump,valid +val/n03425413/n03425413_2210.JPEG,gas pump,valid +val/n03425413/n03425413_14752.JPEG,gas pump,valid +val/n03425413/n03425413_20562.JPEG,gas pump,valid +val/n03425413/n03425413_13811.JPEG,gas pump,valid +val/n03425413/n03425413_18981.JPEG,gas pump,valid +val/n03425413/n03425413_16031.JPEG,gas pump,valid +val/n03425413/n03425413_15571.JPEG,gas pump,valid +val/n03425413/ILSVRC2012_val_00035211.JPEG,gas pump,valid +val/n03425413/n03425413_27052.JPEG,gas pump,valid +val/n03425413/n03425413_18430.JPEG,gas pump,valid +val/n03425413/n03425413_3240.JPEG,gas pump,valid +val/n03425413/ILSVRC2012_val_00022252.JPEG,gas pump,valid +val/n03425413/n03425413_19271.JPEG,gas pump,valid +val/n03425413/n03425413_24352.JPEG,gas pump,valid +val/n03425413/n03425413_13582.JPEG,gas pump,valid +val/n03425413/n03425413_11592.JPEG,gas pump,valid +val/n03425413/n03425413_8992.JPEG,gas pump,valid +val/n03425413/n03425413_16190.JPEG,gas pump,valid +val/n03425413/n03425413_17701.JPEG,gas pump,valid +val/n03425413/n03425413_21151.JPEG,gas pump,valid +val/n03425413/n03425413_15531.JPEG,gas pump,valid +val/n03425413/n03425413_13581.JPEG,gas pump,valid 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+val/n03425413/n03425413_17961.JPEG,gas pump,valid +val/n03425413/n03425413_19020.JPEG,gas pump,valid +val/n03425413/n03425413_18132.JPEG,gas pump,valid +val/n03425413/n03425413_17521.JPEG,gas pump,valid +val/n03425413/n03425413_20711.JPEG,gas pump,valid +val/n03425413/n03425413_19050.JPEG,gas pump,valid +val/n03425413/n03425413_13831.JPEG,gas pump,valid +val/n03425413/n03425413_1242.JPEG,gas pump,valid diff --git a/inference.py b/inference.py new file mode 100644 index 0000000000000000000000000000000000000000..b6b40c1fefa291c4f6dc6a2e95fbb0d7d5605011 --- /dev/null +++ b/inference.py @@ -0,0 +1,11 @@ +from zeno import inference, ZenoOptions +import gradio as gr + + +@inference +def gradio_inference(ops: ZenoOptions): + return ( + [gr.Image(type="filepath"), gr.Textbox(label="Label")], + gr.Text(label="Output"), + [ops.data_column, ops.label_column], + ) diff --git a/loading.py b/loading.py new file mode 100644 index 0000000000000000000000000000000000000000..268d94501c243163d62c5b9437c95608ea58d811 --- /dev/null +++ b/loading.py @@ -0,0 +1,1086 @@ +from torchvision import transforms +from torchvision.models import resnet50, ResNet50_Weights +from PIL import Image + +# from clip import load +import os +import torch + + +from zeno import model + +DEVICE = "cpu" + + +def image_transform( + resize=256, center_crop=224, mean=[0.485, 0.456, 0.406], std=[0.229, 0.224, 0.225] +): + transform = transforms.Compose( + [ + transforms.Resize(resize), + transforms.CenterCrop(center_crop), + transforms.ToTensor(), + transforms.Normalize(mean=mean, std=std), + ] + ) + return transform + + +class Resnet50Model(torch.nn.Module): + def __init__(self, torchhub_weights="IMAGENET1K_V1"): + super().__init__() + + self.embedding = torch.tensor([]) + + def get_embedding(model, input, output): + self.embedding = input[0].detach() + + self.model = resnet50(ResNet50_Weights[torchhub_weights]) + self.model.fc.register_forward_hook(get_embedding) + + def forward(self, x): + return self.model(x) + + +def open_image(img_path): + img = Image.open(img_path) + if img.mode == "L": + img = img.convert("RGB") + return img + + +def image_paths_to_tensor(base_path, image_names, transform): + return torch.stack( + [ + transform(open_image(os.path.join(base_path, image_name))) + for image_name in image_names + ] + ) + + +@model +def load_model(model_path): + model = Resnet50Model(model_path).to(DEVICE) + model.eval() + transform = image_transform() + + @torch.no_grad() + def pred(df, ops): + # process the images and turn into a batch tensor + batch = image_paths_to_tensor(ops.data_path, df[ops.data_column], transform).to( + DEVICE + ) + + # model inference + outputs = model(batch) + embeddings = model.embedding.cpu().numpy() + batches_highest_confidence = outputs.argmax(dim=1) + preds = [simple_labels[i] for i in batches_highest_confidence] + + return preds, embeddings + + return pred + + +simple_labels = [ + "tench", + "goldfish", + "great white shark", + "tiger shark", + "hammerhead shark", + "electric ray", + "stingray", + "cock", + "hen", + "ostrich", + "brambling", + "goldfinch", + "house finch", + "junco", + "indigo bunting", + "American robin", + "bulbul", + "jay", + "magpie", + "chickadee", + "American dipper", + "kite", + "bald eagle", + "vulture", + "great grey owl", + "fire salamander", + "smooth newt", + "newt", + "spotted salamander", + "axolotl", + "American bullfrog", + "tree frog", + "tailed frog", + "loggerhead sea turtle", + "leatherback sea turtle", + "mud turtle", + "terrapin", + "box turtle", + "banded gecko", + "green iguana", + "Carolina anole", + "desert grassland whiptail lizard", + "agama", + "frilled-necked lizard", + "alligator lizard", + "Gila monster", + "European green lizard", + "chameleon", + "Komodo dragon", + "Nile crocodile", + "American alligator", + "triceratops", + "worm snake", + "ring-necked snake", + "eastern hog-nosed snake", + "smooth green snake", + "kingsnake", + "garter snake", + "water snake", + "vine snake", + "night snake", + "boa constrictor", + "African rock python", + "Indian cobra", + "green mamba", + "sea snake", + "Saharan horned viper", + "eastern diamondback rattlesnake", + "sidewinder", + "trilobite", + "harvestman", + "scorpion", + "yellow garden spider", + "barn spider", + "European garden spider", + "southern black widow", + "tarantula", + "wolf spider", + "tick", + "centipede", + "black grouse", + "ptarmigan", + "ruffed grouse", + "prairie grouse", + "peacock", + "quail", + "partridge", + "grey parrot", + "macaw", + "sulphur-crested cockatoo", + "lorikeet", + "coucal", + "bee eater", + "hornbill", + "hummingbird", + "jacamar", + "toucan", + "duck", + "red-breasted merganser", + "goose", + "black swan", + "tusker", + "echidna", + "platypus", + "wallaby", + "koala", + "wombat", + "jellyfish", + "sea anemone", + "brain coral", + "flatworm", + "nematode", + "conch", + "snail", + "slug", + "sea slug", + "chiton", + "chambered nautilus", + "Dungeness crab", + "rock crab", + "fiddler crab", + "red king crab", + "American lobster", + "spiny lobster", + "crayfish", + "hermit crab", + "isopod", + "white stork", + "black stork", + "spoonbill", + "flamingo", + "little blue heron", + "great egret", + "bittern", + "crane (bird)", + "limpkin", + "common gallinule", + "American coot", + "bustard", + "ruddy turnstone", + "dunlin", + "common redshank", + "dowitcher", + "oystercatcher", + "pelican", + "king penguin", + "albatross", + "grey whale", + "killer whale", + "dugong", + "sea lion", + "Chihuahua", + "Japanese Chin", + "Maltese", + "Pekingese", + "Shih Tzu", + "King Charles Spaniel", + "Papillon", + "toy terrier", + "Rhodesian Ridgeback", + "Afghan Hound", + "Basset Hound", + "Beagle", + "Bloodhound", + "Bluetick Coonhound", + "Black and Tan Coonhound", + "Treeing Walker Coonhound", + "English foxhound", + "Redbone Coonhound", + "borzoi", + "Irish Wolfhound", + "Italian Greyhound", + "Whippet", + "Ibizan Hound", + "Norwegian Elkhound", + "Otterhound", + "Saluki", + "Scottish Deerhound", + "Weimaraner", + "Staffordshire Bull Terrier", + "American Staffordshire Terrier", + "Bedlington Terrier", + "Border Terrier", + "Kerry Blue Terrier", + "Irish Terrier", + "Norfolk Terrier", + "Norwich Terrier", + "Yorkshire Terrier", + "Wire Fox Terrier", + "Lakeland Terrier", + "Sealyham Terrier", + "Airedale Terrier", + "Cairn Terrier", + "Australian Terrier", + "Dandie Dinmont Terrier", + "Boston Terrier", + "Miniature Schnauzer", + "Giant Schnauzer", + "Standard Schnauzer", + "Scottish Terrier", + "Tibetan Terrier", + "Australian Silky Terrier", + "Soft-coated Wheaten Terrier", + "West Highland White Terrier", + "Lhasa Apso", + "Flat-Coated Retriever", + "Curly-coated Retriever", + "Golden Retriever", + "Labrador Retriever", + "Chesapeake Bay Retriever", + "German Shorthaired Pointer", + "Vizsla", + "English Setter", + "Irish Setter", + "Gordon Setter", + "Brittany", + "Clumber Spaniel", + "English Springer Spaniel", + "Welsh Springer Spaniel", + "Cocker Spaniels", + "Sussex Spaniel", + "Irish Water Spaniel", + "Kuvasz", + "Schipperke", + "Groenendael", + "Malinois", + "Briard", + "Australian Kelpie", + "Komondor", + "Old English Sheepdog", + "Shetland Sheepdog", + "collie", + "Border Collie", + "Bouvier des Flandres", + "Rottweiler", + "German Shepherd Dog", + "Dobermann", + "Miniature Pinscher", + "Greater Swiss Mountain Dog", + "Bernese Mountain Dog", + "Appenzeller Sennenhund", + "Entlebucher Sennenhund", + "Boxer", + "Bullmastiff", + "Tibetan Mastiff", + "French Bulldog", + "Great Dane", + "St. Bernard", + "husky", + "Alaskan Malamute", + "Siberian Husky", + "Dalmatian", + "Affenpinscher", + "Basenji", + "pug", + "Leonberger", + "Newfoundland", + "Pyrenean Mountain Dog", + "Samoyed", + "Pomeranian", + "Chow Chow", + "Keeshond", + "Griffon Bruxellois", + "Pembroke Welsh Corgi", + "Cardigan Welsh Corgi", + "Toy Poodle", + "Miniature Poodle", + "Standard Poodle", + "Mexican hairless dog", + "grey wolf", + "Alaskan tundra wolf", + "red wolf", + "coyote", + "dingo", + "dhole", + "African wild dog", + "hyena", + "red fox", + "kit fox", + "Arctic fox", + "grey fox", + "tabby cat", + "tiger cat", + "Persian cat", + "Siamese cat", + "Egyptian Mau", + "cougar", + "lynx", + "leopard", + "snow leopard", + "jaguar", + "lion", + "tiger", + "cheetah", + "brown bear", + "American black bear", + "polar bear", + "sloth bear", + "mongoose", + "meerkat", + "tiger beetle", + "ladybug", + "ground beetle", + "longhorn beetle", + "leaf beetle", + "dung beetle", + "rhinoceros beetle", + "weevil", + "fly", + "bee", + "ant", + "grasshopper", + "cricket", + "stick insect", + "cockroach", + "mantis", + "cicada", + "leafhopper", + "lacewing", + "dragonfly", + "damselfly", + "red admiral", + "ringlet", + "monarch butterfly", + "small white", + "sulphur butterfly", + "gossamer-winged butterfly", + "starfish", + "sea urchin", + "sea cucumber", + "cottontail rabbit", + "hare", + "Angora rabbit", + "hamster", + "porcupine", + "fox squirrel", + "marmot", + "beaver", + "guinea pig", + "common sorrel", + "zebra", + "pig", + "wild boar", + "warthog", + "hippopotamus", + "ox", + "water buffalo", + "bison", + "ram", + "bighorn sheep", + "Alpine ibex", + "hartebeest", + "impala", + "gazelle", + "dromedary", + "llama", + "weasel", + "mink", + "European polecat", + "black-footed ferret", + "otter", + "skunk", + "badger", + "armadillo", + "three-toed sloth", + "orangutan", + "gorilla", + "chimpanzee", + "gibbon", + "siamang", + "guenon", + "patas monkey", + "baboon", + "macaque", + "langur", + "black-and-white colobus", + "proboscis monkey", + "marmoset", + "white-headed capuchin", + "howler monkey", + "titi", + "Geoffroy's spider monkey", + "common squirrel monkey", + "ring-tailed lemur", + "indri", + "Asian elephant", + "African bush elephant", + "red panda", + "giant panda", + "snoek", + "eel", + "coho salmon", + "rock beauty", + "clownfish", + "sturgeon", + "garfish", + "lionfish", + "pufferfish", + "abacus", + "abaya", + "academic gown", + "accordion", + "acoustic guitar", + "aircraft carrier", + "airliner", + "airship", + "altar", + "ambulance", + "amphibious vehicle", + "analog clock", + "apiary", + "apron", + "waste container", + "assault rifle", + "backpack", + "bakery", + "balance beam", + "balloon", + "ballpoint pen", + "Band-Aid", + "banjo", + "baluster", + "barbell", + "barber chair", + "barbershop", + "barn", + "barometer", + "barrel", + "wheelbarrow", + "baseball", + "basketball", + "bassinet", + "bassoon", + "swimming cap", + "bath towel", + "bathtub", + "station wagon", + "lighthouse", + "beaker", + "military cap", + "beer bottle", + "beer glass", + "bell-cot", + "bib", + "tandem bicycle", + "bikini", + "ring binder", + "binoculars", + "birdhouse", + "boathouse", + "bobsleigh", + "bolo tie", + "poke bonnet", + "bookcase", + "bookstore", + "bottle cap", + "bow", + "bow tie", + "brass", + "bra", + "breakwater", + "breastplate", + "broom", + "bucket", + "buckle", + "bulletproof vest", + "high-speed train", + "butcher shop", + "taxicab", + "cauldron", + "candle", + "cannon", + "canoe", + "can opener", + "cardigan", + "car mirror", + "carousel", + "tool kit", + "carton", + "car wheel", + "automated teller machine", + "cassette", + "cassette player", + "castle", + "catamaran", + "CD player", + "cello", + "mobile phone", + "chain", + "chain-link fence", + "chain mail", + "chainsaw", + "chest", + "chiffonier", + "chime", + "china cabinet", + "Christmas stocking", + "church", + "movie theater", + "cleaver", + "cliff dwelling", + "cloak", + "clogs", + "cocktail shaker", + "coffee mug", + "coffeemaker", + "coil", + "combination lock", + "computer keyboard", + "confectionery store", + "container ship", + "convertible", + "corkscrew", + "cornet", + "cowboy boot", + "cowboy hat", + "cradle", + "crane (machine)", + "crash helmet", + "crate", + "infant bed", + "Crock Pot", + "croquet ball", + "crutch", + "cuirass", + "dam", + "desk", + "desktop computer", + "rotary dial telephone", + "diaper", + "digital clock", + "digital watch", + "dining table", + "dishcloth", + "dishwasher", + "disc brake", + "dock", + "dog sled", + "dome", + "doormat", + "drilling rig", + "drum", + "drumstick", + "dumbbell", + "Dutch oven", + "electric fan", + "electric guitar", + "electric locomotive", + "entertainment center", + "envelope", + "espresso machine", + "face powder", + "feather boa", + "filing cabinet", + "fireboat", + "fire engine", + "fire screen sheet", + "flagpole", + "flute", + "folding chair", + "football helmet", + "forklift", + "fountain", + "fountain pen", + "four-poster bed", + "freight car", + "French horn", + "frying pan", + "fur coat", + "garbage truck", + "gas mask", + "gas pump", + "goblet", + "go-kart", + "golf ball", + "golf cart", + "gondola", + "gong", + "gown", + "grand piano", + "greenhouse", + "grille", + "grocery store", + "guillotine", + "barrette", + "hair spray", + "half-track", + "hammer", + "hamper", + "hair dryer", + "hand-held computer", + "handkerchief", + "hard disk drive", + "harmonica", + "harp", + "harvester", + "hatchet", + "holster", + "home theater", + "honeycomb", + "hook", + "hoop skirt", + "horizontal bar", + "horse-drawn vehicle", + "hourglass", + "iPod", + "clothes iron", + "jack-o'-lantern", + "jeans", + "jeep", + "T-shirt", + "jigsaw puzzle", + "pulled rickshaw", + "joystick", + "kimono", + "knee pad", + "knot", + "lab coat", + "ladle", + "lampshade", + "laptop computer", + "lawn mower", + "lens cap", + "paper knife", + "library", + "lifeboat", + "lighter", + "limousine", + "ocean liner", + "lipstick", + "slip-on shoe", + "lotion", + "speaker", + "loupe", + "sawmill", + "magnetic compass", + "mail bag", + "mailbox", + "tights", + "tank suit", + "manhole cover", + "maraca", + "marimba", + "mask", + "match", + "maypole", + "maze", + "measuring cup", + "medicine chest", + "megalith", + "microphone", + "microwave oven", + "military uniform", + "milk can", + "minibus", + "miniskirt", + "minivan", + "missile", + "mitten", + "mixing bowl", + "mobile home", + "Model T", + "modem", + "monastery", + "monitor", + "moped", + "mortar", + "square academic cap", + "mosque", + "mosquito net", + "scooter", + "mountain bike", + "tent", + "computer mouse", + "mousetrap", + "moving van", + "muzzle", + "nail", + "neck brace", + "necklace", + "nipple", + "notebook computer", + "obelisk", + "oboe", + "ocarina", + "odometer", + "oil filter", + "organ", + "oscilloscope", + "overskirt", + "bullock cart", + "oxygen mask", + "packet", + "paddle", + "paddle wheel", + "padlock", + "paintbrush", + "pajamas", + "palace", + "pan flute", + "paper towel", + "parachute", + "parallel bars", + "park bench", + "parking meter", + "passenger car", + "patio", + "payphone", + "pedestal", + "pencil case", + "pencil sharpener", + "perfume", + "Petri dish", + "photocopier", + "plectrum", + "Pickelhaube", + "picket fence", + "pickup truck", + "pier", + "piggy bank", + "pill bottle", + "pillow", + "ping-pong ball", + "pinwheel", + "pirate ship", + "pitcher", + "hand plane", + "planetarium", + "plastic bag", + "plate rack", + "plow", + "plunger", + "Polaroid camera", + "pole", + "police van", + "poncho", + "billiard table", + "soda bottle", + "pot", + "potter's wheel", + "power drill", + "prayer rug", + "printer", + "prison", + "projectile", + "projector", + "hockey puck", + "punching bag", + "purse", + "quill", + "quilt", + "race car", + "racket", + "radiator", + "radio", + "radio telescope", + "rain barrel", + "recreational vehicle", + "reel", + "reflex camera", + "refrigerator", + "remote control", + "restaurant", + "revolver", + "rifle", + "rocking chair", + "rotisserie", + "eraser", + "rugby ball", + "ruler", + "running shoe", + "safe", + "safety pin", + "salt shaker", + "sandal", + "sarong", + "saxophone", + "scabbard", + "weighing scale", + "school bus", + "schooner", + "scoreboard", + "CRT screen", + "screw", + "screwdriver", + "seat belt", + "sewing machine", + "shield", + "shoe store", + "shoji", + "shopping basket", + "shopping cart", + "shovel", + "shower cap", + "shower curtain", + "ski", + "ski mask", + "sleeping bag", + "slide rule", + "sliding door", + "slot machine", + "snorkel", + "snowmobile", + "snowplow", + "soap dispenser", + "soccer ball", + "sock", + "solar thermal collector", + "sombrero", + "soup bowl", + "space bar", + "space heater", + "space shuttle", + "spatula", + "motorboat", + "spider web", + "spindle", + "sports car", + "spotlight", + "stage", + "steam locomotive", + "through arch bridge", + "steel drum", + "stethoscope", + "scarf", + "stone wall", + "stopwatch", + "stove", + "strainer", + "tram", + "stretcher", + "couch", + "stupa", + "submarine", + "suit", + "sundial", + "sunglass", + "sunglasses", + "sunscreen", + "suspension bridge", + "mop", + "sweatshirt", + "swimsuit", + "swing", + "switch", + "syringe", + "table lamp", + "tank", + "tape player", + "teapot", + "teddy bear", + "television", + "tennis ball", + "thatched roof", + "front curtain", + "thimble", + "threshing machine", + "throne", + "tile roof", + "toaster", + "tobacco shop", + "toilet seat", + "torch", + "totem pole", + "tow truck", + "toy store", + "tractor", + "semi-trailer truck", + "tray", + "trench coat", + "tricycle", + "trimaran", + "tripod", + "triumphal arch", + "trolleybus", + "trombone", + "tub", + "turnstile", + "typewriter keyboard", + "umbrella", + "unicycle", + "upright piano", + "vacuum cleaner", + "vase", + "vault", + "velvet", + "vending machine", + "vestment", + "viaduct", + "violin", + "volleyball", + "waffle iron", + "wall clock", + "wallet", + "wardrobe", + "military aircraft", + "sink", + "washing machine", + "water bottle", + "water jug", + "water tower", + "whiskey jug", + "whistle", + "wig", + "window screen", + "window shade", + "Windsor tie", + "wine bottle", + "wing", + "wok", + "wooden spoon", + "wool", + "split-rail fence", + "shipwreck", + "yawl", + "yurt", + "website", + "comic book", + "crossword", + "traffic sign", + "traffic light", + "dust jacket", + "menu", + "plate", + "guacamole", + "consomme", + "hot pot", + "trifle", + "ice cream", + "ice pop", + "baguette", + "bagel", + "pretzel", + "cheeseburger", + "hot dog", + "mashed potato", + "cabbage", + "broccoli", + "cauliflower", + "zucchini", + "spaghetti squash", + "acorn squash", + "butternut squash", + "cucumber", + "artichoke", + "bell pepper", + "cardoon", + "mushroom", + "Granny Smith", + "strawberry", + "orange", + "lemon", + "fig", + "pineapple", + "banana", + "jackfruit", + "custard apple", + "pomegranate", + "hay", + "carbonara", + "chocolate syrup", + "dough", + "meatloaf", + "pizza", + "pot pie", + "burrito", + "red wine", + "espresso", + "cup", + "eggnog", + "alp", + "bubble", + "cliff", + "coral reef", + "geyser", + "lakeshore", + "promontory", + "shoal", + "seashore", + "valley", + "volcano", + "baseball player", + "bridegroom", + "scuba diver", + "rapeseed", + "daisy", + "yellow lady's slipper", + "corn", + "acorn", + "rose hip", + "horse chestnut seed", + "coral fungus", + "agaric", + "gyromitra", + "stinkhorn mushroom", + "earth star", + "hen-of-the-woods", + "bolete", + "ear", + "toilet paper", +] diff --git a/metrics.py b/metrics.py new file mode 100644 index 0000000000000000000000000000000000000000..73f62a06a76e57c6706472e80e1be8eaffe06e55 --- /dev/null +++ b/metrics.py @@ -0,0 +1,31 @@ +from sklearn.metrics import f1_score, recall_score +from zeno import ZenoOptions, distill, metric + + +@metric +def accuracy(df, ops: ZenoOptions): + if len(df) == 0: + return 0 + return 100 * (df[ops.label_column] == df[ops.output_column]).sum() / len(df) + + +@metric +def recall(df, ops: ZenoOptions): + return 100 * recall_score( + df[ops.label_column], df[ops.output_column], average="macro" + ) + + +@metric +def f1(df, ops: ZenoOptions): + return 100 * f1_score(df[ops.label_column], df[ops.output_column], average="macro") + + +@distill +def correct(df, ops: ZenoOptions): + return (df[ops.label_column] == df[ops.output_column]).tolist() + + +@distill +def output_label(df, ops: ZenoOptions): + return df[ops.output_column] diff --git a/requirements.txt b/requirements.txt new file mode 100644 index 0000000000000000000000000000000000000000..bb47e01a05dda495cceb9d592d7a50bc9bc12e30 --- /dev/null +++ b/requirements.txt @@ -0,0 +1,6 @@ +zenoml>=0.3.7 +Pillow +colorsys +numpy +torch +torchvision \ No newline at end of file